<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>2007-1124</journal-id>
<journal-title><![CDATA[Revista mexicana de ciencias pecuarias]]></journal-title>
<abbrev-journal-title><![CDATA[Rev. mex. de cienc. pecuarias]]></abbrev-journal-title>
<issn>2007-1124</issn>
<publisher>
<publisher-name><![CDATA[Instituto Nacional de Investigaciones Forestales, Agrícolas y Pecuarias]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S2007-11242017000400445</article-id>
<article-id pub-id-type="doi">10.22319/rmcp.v8i4.4237</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Accuracy of genomic values predicted using deregressed predicted breeding values as response variables]]></article-title>
<article-title xml:lang="es"><![CDATA[Exactitud de valores genómicos predichos utilizando como variable de respuesta valores genéticos predichos ajustados]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Ramírez-Flores]]></surname>
<given-names><![CDATA[Fernanda]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[López-Ordaz]]></surname>
<given-names><![CDATA[Rufino]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Domínguez-Viveros]]></surname>
<given-names><![CDATA[Joel]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[García-Muñiz]]></surname>
<given-names><![CDATA[José Guadalupe]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Ruíz-Flores]]></surname>
<given-names><![CDATA[Agustín]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Universidad Autónoma Chapingo Departamento de Zootecnia Posgrado en Producción Animal]]></institution>
<addr-line><![CDATA[ Estado de México]]></addr-line>
<country>Mexico</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Universidad Autónoma de Chihuahua Facultad de Zootecnia y Ecología ]]></institution>
<addr-line><![CDATA[Chihuahua Chihuahua]]></addr-line>
<country>Mexico</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>12</month>
<year>2017</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>12</month>
<year>2017</year>
</pub-date>
<volume>8</volume>
<numero>4</numero>
<fpage>445</fpage>
<lpage>451</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S2007-11242017000400445&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S2007-11242017000400445&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S2007-11242017000400445&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[ABSTRACT: Highly accurate predicted genetic values must be obtained at an early age to promote rapid genetic progress. The objectives of this study were to compare accuracies (R2) of genomic values (GVs) and to estimate genetic correlation between true genetic values and genomic values obtained using predicted breeding values (EBV) and deregressed EBV (DEBV) as response variables. A first population, effective population size 800 and 100 generations, was simulated using the QMSim program to generate linkage disequilibrium. Thereafter, 20 males and 200 females were used to generate a second 14-generation population, with 6,400 individuals per generation and its corresponding phenotype and genotype in SNP terms. Generations 7 to 14 of the second population were used in several combinations as training (PEn) and evaluation (PEv) subpopulations. GVs, their accuracies, and genetic correlations were obtained using the GenSel and ASREML programs. When PEn was the largest, the mean R2 of GV was the highest, 0.77 ± 0.01. The closer PEn was to PEv, the higher the R2, and correspondingly, the lower the predicted error variance. The trends for R2 and PEV held true for both EBV and DEBV used as response variables. Genetic correlation estimates between true genetic values and GVs varied from 0.41 to 0.53 in the two scenarios studied. They decreased when PEn and PEv were farther apart. There were only slight advantages of using DEBVs as response variables over using EBVs.]]></p></abstract>
<abstract abstract-type="short" xml:lang="es"><p><![CDATA[RESUMEN: Los valores genéticos de individuos en una población deben obtenerse de forma precisa y a edad temprana para promover un progreso genético rápido. Los objetivos de este estudio fueron comparar las exactitudes (R2) de valores genómicos predichos (GBV) y estimar la correlación genética entre los valores genéticos verdaderos (TGV) y los GBV, utilizando los valores genéticos estimados (EBV) y EBV ajustados (DEBV) como variables respuesta. Una primera población de 100 generaciones con tamaño efectivo 800 se simuló con el programa QMSim para generar desequilibrio de ligamiento. Posteriormente, se utilizaron 20 machos y 200 hembras por generación en una segunda población de 14 generaciones, con 6,400 individuos por generación y sus correspondientes fenotipos y genotipos en términos de SNP. Las generaciones 7 a 14 de la segunda población se usaron como subpoblaciones de entrenamiento (PT) y evaluación (PE). Los GBV, sus exactitudes y correlaciones genéticas se obtuvieron utilizando los programas GenSel y ASREML. Cuando la PT fue la más grande, R2 media fue la más alta, 0.77 ± 0.01. Cuanto más cercana es PT a PE, mayor R2, y menor la varianza del error de predicción (PEV). Las tendencias para R2 y PEV se mantuvieron tanto para EBV como para DEBV utilizadas como variables de respuesta. Los estimadores de correlación genética entre TGV y GBV variaron de 0.41 a 0.53 en los dos escenarios estudiados. La R2 disminuyó cuando PT y PE estuvieron más separadas. Hubo ligeras ventajas de utilizar DEBV como variables de respuesta en lugar de EBV.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[Genomic evaluation]]></kwd>
<kwd lng="en"><![CDATA[Deregressed predicted genetic value]]></kwd>
<kwd lng="en"><![CDATA[Genomic predicted value]]></kwd>
<kwd lng="en"><![CDATA[Accuracy]]></kwd>
<kwd lng="en"><![CDATA[Genetic correlation]]></kwd>
<kwd lng="es"><![CDATA[Evaluación genómica]]></kwd>
<kwd lng="es"><![CDATA[Valor genético predicho ajustado]]></kwd>
<kwd lng="es"><![CDATA[Valor genómico predicho]]></kwd>
<kwd lng="es"><![CDATA[Correlación genética]]></kwd>
</kwd-group>
</article-meta>
</front><back>
<ref-list>
<ref id="B1">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Genomic selection: Prediction of accuracy and maximization of long term response]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Goddard]]></surname>
<given-names><![CDATA[ME]]></given-names>
</name>
</person-group>
<source><![CDATA[Genetica]]></source>
<year>2009</year>
<volume>136</volume>
<page-range>245-57</page-range></nlm-citation>
</ref>
<ref id="B2">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Genomic selection in commercial pig breeding]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Knol]]></surname>
<given-names><![CDATA[EF]]></given-names>
</name>
<name>
<surname><![CDATA[Nielsen]]></surname>
<given-names><![CDATA[B]]></given-names>
</name>
<name>
<surname><![CDATA[Knap]]></surname>
<given-names><![CDATA[PW]]></given-names>
</name>
</person-group>
<source><![CDATA[Anim Front]]></source>
<year>2016</year>
<volume>6</volume>
<page-range>15-22</page-range></nlm-citation>
</ref>
<ref id="B3">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Genomic selection: A paradigm shift in animal breeding]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Meuwissen]]></surname>
<given-names><![CDATA[TB]]></given-names>
</name>
<name>
<surname><![CDATA[Hayes]]></surname>
<given-names><![CDATA[B]]></given-names>
</name>
<name>
<surname><![CDATA[Goddard]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
</person-group>
<source><![CDATA[Anim Front]]></source>
<year>2016</year>
<volume>6</volume>
<page-range>6-14</page-range></nlm-citation>
</ref>
<ref id="B4">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Animal breeding in the genomic era]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ibanez-Escriche]]></surname>
<given-names><![CDATA[N]]></given-names>
</name>
<name>
<surname><![CDATA[Simianer]]></surname>
<given-names><![CDATA[H]]></given-names>
</name>
</person-group>
<source><![CDATA[Anim Front]]></source>
<year>2015</year>
<volume>5</volume>
<page-range>4-5</page-range></nlm-citation>
</ref>
<ref id="B5">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Deregressing estimated breeding values and weighting information for genomic regression analyses]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Garrick]]></surname>
<given-names><![CDATA[DJ]]></given-names>
</name>
<name>
<surname><![CDATA[Taylor]]></surname>
<given-names><![CDATA[JF]]></given-names>
</name>
<name>
<surname><![CDATA[Fernando]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
</person-group>
<source><![CDATA[Genet Sel Evol]]></source>
<year>2009</year>
<volume>41</volume>
<page-range>55-62</page-range></nlm-citation>
</ref>
<ref id="B6">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Comparison between genomic predictions using daughter yield deviation and conventional estimated breeding value as response variables]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Guo]]></surname>
<given-names><![CDATA[G]]></given-names>
</name>
<name>
<surname><![CDATA[Lund]]></surname>
<given-names><![CDATA[MS]]></given-names>
</name>
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[Y]]></given-names>
</name>
<name>
<surname><![CDATA[Su]]></surname>
<given-names><![CDATA[G]]></given-names>
</name>
</person-group>
<source><![CDATA[J Anim Breed Genet]]></source>
<year>2010</year>
<volume>127</volume>
<page-range>423-32</page-range></nlm-citation>
</ref>
<ref id="B7">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Deregressed EBV as the response variable yield more reliable genomic predictions than traditional EBV in pure-bred pigs]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ostersen]]></surname>
<given-names><![CDATA[T]]></given-names>
</name>
<name>
<surname><![CDATA[Christensen]]></surname>
<given-names><![CDATA[OF]]></given-names>
</name>
<name>
<surname><![CDATA[Henryon]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Nielsen]]></surname>
<given-names><![CDATA[B]]></given-names>
</name>
<name>
<surname><![CDATA[Su]]></surname>
<given-names><![CDATA[G]]></given-names>
</name>
<name>
<surname><![CDATA[Madsen]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
</person-group>
<source><![CDATA[Genet Sel Evol]]></source>
<year>201</year>
<volume>43</volume>
<page-range>38-43</page-range></nlm-citation>
</ref>
<ref id="B8">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Computation of deregressed proofs for genomic selection when own phenotypes exist with an application in French show-jumping horses]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ricard]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Danvy]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Legarra]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
</person-group>
<source><![CDATA[J Anim Sci]]></source>
<year>2013</year>
<volume>91</volume>
<page-range>1076-85</page-range></nlm-citation>
</ref>
<ref id="B9">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Comparación de la exactitud de valores genómicos de animales predichos a través del análisis con dos modelos alternativos]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Alarcón-Zúñiga]]></surname>
<given-names><![CDATA[B]]></given-names>
</name>
<name>
<surname><![CDATA[Ramírez-Flores]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
<name>
<surname><![CDATA[Ruíz-Flores]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Ramírez-Valverde]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
<name>
<surname><![CDATA[Saavedra-Jiménez]]></surname>
<given-names><![CDATA[LA]]></given-names>
</name>
<name>
<surname><![CDATA[Zepeda-Batista]]></surname>
<given-names><![CDATA[JL]]></given-names>
</name>
</person-group>
<source><![CDATA[Agrociencia]]></source>
<year>2015</year>
<volume>49</volume>
<page-range>613-22</page-range></nlm-citation>
</ref>
<ref id="B10">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[QMSim: a large-scale genome simulator for livestock]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sargolzaei]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Schenkel]]></surname>
<given-names><![CDATA[FS]]></given-names>
</name>
</person-group>
<source><![CDATA[Bioinformatics]]></source>
<year>2009</year>
<volume>25</volume>
<page-range>680-1</page-range></nlm-citation>
</ref>
<ref id="B11">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Correcting for bias in estimation of quantitative trait loci effects]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Weller]]></surname>
<given-names><![CDATA[JI]]></given-names>
</name>
<name>
<surname><![CDATA[Shlezinger]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Ron]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
</person-group>
<source><![CDATA[Genet Sel Evol]]></source>
<year>2005</year>
<volume>37</volume>
<page-range>501-22</page-range></nlm-citation>
</ref>
<ref id="B12">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Gilmour]]></surname>
<given-names><![CDATA[AR]]></given-names>
</name>
<name>
<surname><![CDATA[Gogel]]></surname>
<given-names><![CDATA[BJ]]></given-names>
</name>
<name>
<surname><![CDATA[Cullis]]></surname>
<given-names><![CDATA[BR]]></given-names>
</name>
<name>
<surname><![CDATA[Thompson]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
</person-group>
<source><![CDATA[ASREML User Guide Release 3.0 VSN International Ltd, Hemel Hempstead, HP1 1ES, UK]]></source>
<year>2009</year>
</nlm-citation>
</ref>
<ref id="B13">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Accuracy of genomic breeding values in multibreed beef cattle populations derived from deregressed breeding values and phenotypes]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Weber]]></surname>
<given-names><![CDATA[KL]]></given-names>
</name>
<name>
<surname><![CDATA[Thallman]]></surname>
<given-names><![CDATA[RM]]></given-names>
</name>
<name>
<surname><![CDATA[Keele]]></surname>
<given-names><![CDATA[JK]]></given-names>
</name>
<name>
<surname><![CDATA[Snelling]]></surname>
<given-names><![CDATA[WM]]></given-names>
</name>
<name>
<surname><![CDATA[Bennet]]></surname>
<given-names><![CDATA[GL]]></given-names>
</name>
<name>
<surname><![CDATA[Smith]]></surname>
<given-names><![CDATA[TPL]]></given-names>
</name>
</person-group>
<source><![CDATA[J Anim Sci]]></source>
<year>2012</year>
<volume>94</volume>
<page-range>4177-90</page-range></nlm-citation>
</ref>
<ref id="B14">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Fernando]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
<name>
<surname><![CDATA[Garrick]]></surname>
<given-names><![CDATA[DJ]]></given-names>
</name>
</person-group>
<source><![CDATA[GenSel - user manual for a portfolio of genomic selection related analyses, create 9.1]]></source>
<year>2009</year>
</nlm-citation>
</ref>
<ref id="B15">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Reliability of direct genomic values for animals with different relationships within and to the reference population]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pszczola]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Strabel]]></surname>
<given-names><![CDATA[T]]></given-names>
</name>
<name>
<surname><![CDATA[Mulder]]></surname>
<given-names><![CDATA[HA]]></given-names>
</name>
<name>
<surname><![CDATA[Calus]]></surname>
<given-names><![CDATA[MPL]]></given-names>
</name>
</person-group>
<source><![CDATA[J Dairy Sci]]></source>
<year>2012</year>
<volume>95</volume>
<page-range>389-400</page-range></nlm-citation>
</ref>
<ref id="B16">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[The impact of genotyping different groups of animal son accuracy when moving from traditional to genomic selection]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pszczola]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Strabel]]></surname>
<given-names><![CDATA[T]]></given-names>
</name>
<name>
<surname><![CDATA[van Arendonk]]></surname>
<given-names><![CDATA[JAM]]></given-names>
</name>
<name>
<surname><![CDATA[Calus]]></surname>
<given-names><![CDATA[MPL]]></given-names>
</name>
</person-group>
<source><![CDATA[J Dairy Sci]]></source>
<year>2012</year>
<volume>95</volume>
<page-range>5412-21</page-range></nlm-citation>
</ref>
<ref id="B17">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Accuracy of prediction of simulated polygenic phenotypes and their underlying quantitative trait loci genotypes using real or imputed whole-genome markers in cattle]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hassani]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Saatchi]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Fernando]]></surname>
<given-names><![CDATA[RL]]></given-names>
</name>
<name>
<surname><![CDATA[Garrick]]></surname>
<given-names><![CDATA[DJ]]></given-names>
</name>
</person-group>
<source><![CDATA[Genet Sel Evol]]></source>
<year>2015</year>
<volume>47</volume>
<page-range>99-109</page-range></nlm-citation>
</ref>
<ref id="B18">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[The impact of genetic relationship information on genome-assisted breeding values]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Habier]]></surname>
<given-names><![CDATA[D]]></given-names>
</name>
<name>
<surname><![CDATA[Fernando]]></surname>
<given-names><![CDATA[RL]]></given-names>
</name>
<name>
<surname><![CDATA[Dekkers]]></surname>
<given-names><![CDATA[JCM]]></given-names>
</name>
</person-group>
<source><![CDATA[Genetics]]></source>
<year>2007</year>
<volume>177</volume>
<page-range>2389-97</page-range></nlm-citation>
</ref>
<ref id="B19">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[The impact of genetic relationship information on genomic breeding values in German Holstein cattle]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Habier]]></surname>
<given-names><![CDATA[D]]></given-names>
</name>
<name>
<surname><![CDATA[Tetens]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Seefried]]></surname>
<given-names><![CDATA[F-R]]></given-names>
</name>
<name>
<surname><![CDATA[Lichtner]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
<name>
<surname><![CDATA[Thaller]]></surname>
<given-names><![CDATA[G]]></given-names>
</name>
</person-group>
<source><![CDATA[Genet Sel Evol]]></source>
<year>2010</year>
<volume>52</volume>
<page-range>5-16</page-range></nlm-citation>
</ref>
<ref id="B20">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[The impact of information quantity and strength of relationship between training set and validation set on accuracy of genomic estimated breeding values]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Saatchi]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Miraei-Ashtiani]]></surname>
<given-names><![CDATA[SR]]></given-names>
</name>
<name>
<surname><![CDATA[Nejati Javaremi]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Moradi-Shahrebabak]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Mehrabani-Yeghaneh]]></surname>
<given-names><![CDATA[H]]></given-names>
</name>
</person-group>
<source><![CDATA[Afr J Biotech]]></source>
<year>2010</year>
<volume>9</volume>
<page-range>438-42</page-range></nlm-citation>
</ref>
<ref id="B21">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Accuracies of genomic breeding values in American Angus beef cattle using K-means clustering for cross-validation]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Saatchi]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[McClure]]></surname>
<given-names><![CDATA[MC]]></given-names>
</name>
<name>
<surname><![CDATA[McKay]]></surname>
<given-names><![CDATA[SD]]></given-names>
</name>
<name>
<surname><![CDATA[Rolf]]></surname>
<given-names><![CDATA[MM]]></given-names>
</name>
<name>
<surname><![CDATA[Kim]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Decker]]></surname>
<given-names><![CDATA[JE]]></given-names>
</name>
</person-group>
<source><![CDATA[Genet Sel Evol]]></source>
<year>2011</year>
<volume>43</volume>
<page-range>40-55</page-range></nlm-citation>
</ref>
<ref id="B22">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[The importance of information on relatives for the prediction of genomic breeding values and the implications for the makeup of reference data sets in livestock breeding schemes]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Clark]]></surname>
<given-names><![CDATA[SA]]></given-names>
</name>
<name>
<surname><![CDATA[Hickey]]></surname>
<given-names><![CDATA[JM]]></given-names>
</name>
<name>
<surname><![CDATA[Daetwyler]]></surname>
<given-names><![CDATA[HD]]></given-names>
</name>
<name>
<surname><![CDATA[van der Werf]]></surname>
<given-names><![CDATA[JHJ]]></given-names>
</name>
</person-group>
<source><![CDATA[Genet Sel Evol]]></source>
<year>2012</year>
<volume>44</volume>
<page-range>4-12</page-range></nlm-citation>
</ref>
<ref id="B23">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Accuracies of direct genomic breeding values in Hereford beef cattle using national or international training populations]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Saatchi]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Ward]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Garrick]]></surname>
<given-names><![CDATA[DJ]]></given-names>
</name>
</person-group>
<source><![CDATA[J Anim Sci]]></source>
<year>2013</year>
<volume>91</volume>
<page-range>1538-51</page-range></nlm-citation>
</ref>
<ref id="B24">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Bias and mean square error from ignoring genetic groups in mixed model sire evaluation]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kennedy]]></surname>
<given-names><![CDATA[BW]]></given-names>
</name>
</person-group>
<source><![CDATA[J Dairy Sci]]></source>
<year>1981</year>
<volume>64</volume>
<page-range>689-97</page-range></nlm-citation>
</ref>
<ref id="B25">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Prediction of total genetic value using genome-wide dense marker maps]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Meuwissen]]></surname>
<given-names><![CDATA[THE]]></given-names>
</name>
<name>
<surname><![CDATA[Hayes]]></surname>
<given-names><![CDATA[BJ]]></given-names>
</name>
<name>
<surname><![CDATA[Goddard]]></surname>
<given-names><![CDATA[ME]]></given-names>
</name>
</person-group>
<source><![CDATA[Genetics]]></source>
<year>2001</year>
<volume>157</volume>
<page-range>1819-29</page-range></nlm-citation>
</ref>
<ref id="B26">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Accuracy of breeding values when using and ignoring the polygenic effect in genomic breeding value estimation with a marker density of one SNP per cM]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Calus]]></surname>
<given-names><![CDATA[MPL]]></given-names>
</name>
<name>
<surname><![CDATA[Veerkamp]]></surname>
<given-names><![CDATA[RF]]></given-names>
</name>
</person-group>
<source><![CDATA[J Anim Breed Genet]]></source>
<year>2007</year>
<volume>124</volume>
<page-range>362-8</page-range></nlm-citation>
</ref>
<ref id="B27">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Comparison of genomic and traditional BLUP-estimated breeding value accuracy and selection response under alternative trait and genomic parameters]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Muir]]></surname>
<given-names><![CDATA[WM]]></given-names>
</name>
</person-group>
<source><![CDATA[J Anim Breed Genet]]></source>
<year>2007</year>
<volume>124</volume>
<page-range>342-55</page-range></nlm-citation>
</ref>
<ref id="B28">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[The impact of genetic architecture on genome-wide evaluation methods]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Daetwyler]]></surname>
<given-names><![CDATA[HD]]></given-names>
</name>
<name>
<surname><![CDATA[Pong-Wong]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
<name>
<surname><![CDATA[Villanueva]]></surname>
<given-names><![CDATA[B]]></given-names>
</name>
<name>
<surname><![CDATA[Woolliams]]></surname>
<given-names><![CDATA[JA]]></given-names>
</name>
</person-group>
<source><![CDATA[Genetics]]></source>
<year>2010</year>
<volume>185</volume>
<page-range>1021-31</page-range></nlm-citation>
</ref>
<ref id="B29">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Components of the accuracy of genomic prediction in a multi-breed sheep population]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Daetwyler]]></surname>
<given-names><![CDATA[HD]]></given-names>
</name>
<name>
<surname><![CDATA[Kemper]]></surname>
<given-names><![CDATA[KE]]></given-names>
</name>
<name>
<surname><![CDATA[van der Werf]]></surname>
<given-names><![CDATA[JHJ]]></given-names>
</name>
<name>
<surname><![CDATA[Hayes]]></surname>
<given-names><![CDATA[BJ]]></given-names>
</name>
</person-group>
<source><![CDATA[J Anim Sci]]></source>
<year>2012</year>
<volume>90</volume>
<page-range>3375-84</page-range></nlm-citation>
</ref>
<ref id="B30">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Effect of enlarging the reference population with (un)genotyped animals on the accuracy of genomic selection in dairy cattle]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pszczola]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Mulder]]></surname>
<given-names><![CDATA[HA]]></given-names>
</name>
<name>
<surname><![CDATA[Calus]]></surname>
<given-names><![CDATA[MPL]]></given-names>
</name>
</person-group>
<source><![CDATA[J Dairy Sci]]></source>
<year>2011</year>
<volume>94</volume>
<page-range>431-41</page-range></nlm-citation>
</ref>
<ref id="B31">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Accuracy of direct genomic breeding values for nationally evaluated traits in US Limousin and Simmental beef cattle]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Saatchi]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Schnabel]]></surname>
<given-names><![CDATA[RD]]></given-names>
</name>
<name>
<surname><![CDATA[Rolf]]></surname>
<given-names><![CDATA[MM]]></given-names>
</name>
<name>
<surname><![CDATA[Taylor]]></surname>
<given-names><![CDATA[JF]]></given-names>
</name>
<name>
<surname><![CDATA[Garrick]]></surname>
<given-names><![CDATA[DJ]]></given-names>
</name>
</person-group>
<source><![CDATA[Genet Sel Evol]]></source>
<year>2012</year>
<volume>44</volume>
<page-range>38</page-range></nlm-citation>
</ref>
<ref id="B32">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Combining genetic test information and correlated phenotypic records for breeding value estimation]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Spangler]]></surname>
<given-names><![CDATA[ML]]></given-names>
</name>
<name>
<surname><![CDATA[Bertrand]]></surname>
<given-names><![CDATA[JK]]></given-names>
</name>
<name>
<surname><![CDATA[Rekaya]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
</person-group>
<source><![CDATA[J Anim Sci]]></source>
<year>2007</year>
<volume>85</volume>
<page-range>641-9</page-range></nlm-citation>
</ref>
</ref-list>
</back>
</article>
