Forward.- Preface.- Genomic Selection for Crop Improvement: An Introduction.- Training population design and resource allocation for genomic selection in plant breeding.- Derivation of Linear Models for Quantitative Traits by Bayesian Estimation with Gibbs Sampling.- Bayesian genomic-enabled prediction models for ordinal and count data.- Genomic Selection for Small Grains Improvement.- Current status and prospects of genomic selection in legumes.- Genomic Selection in Hybrid Breeding.- Opportunities and Challenges to Implementing Genomic Selection in Clonally Propagated Crops.- Status and perspectives of Genomic Selection in forest tree breeding.

Includes examples of ongoing activities in genomic selection for crop improvement and efforts initiated to deploy the genomic selection in important crops Serves as a handbook, providing basic as well as advanced analysis of genomic selection Provides insight into phenotyping evaluation, marker genotyping methods, and statistical models involved in genomic selection Includes supplementary material: sn.pub/extras

Genomic Selection for Crop Improvement serves as handbook for users by providing basic as well as advanced understandings of genomic selection. This useful review  explains germplasm use, phenotyping evaluation, marker genotyping methods, and statistical models involved in genomic selection. It also includes examples of ongoing activities of genomic selection for crop improvement and efforts initiated to deploy the genomic selection in some important crops. In order to understand the potential of GS breeding, it is high time to bring complete information in the form of a book that can serve as a ready reference for geneticist and plant breeders.

Rajeev K. Varshney is a Global Research Program Director for Genetics Gains at the International Crops Research Institute for the Semi-Arid Tropics (ICRISAT) and Wintrhop Research Professor at the University of Western Australia. For the last 20 years, he has been engaged in translating genomic information in international agriculture through genomics-assisted breeding, especially in grain legume crops. Manish Roorkiwal is a scientist at the International Crops Research Institute for the Semi-Arid Tropics (ICRISAT). He is working on developing and deploying forward breeding approaches such as genomic selection for legume improvement. Mark E. Sorrells is Professor of Plant Breeding and Genetics with 40 years of research experience in crop improvement. He is a Fellow at the Atkinson Center for a Sustainable Future and Fellow at the Cornell Institute for Food Systems. He is a pioneer and practitioner in optimising and deploying modern breeding approaches, including genomic selection in wheat improvement.