High-Throughput SNP Genotyping to Accelerate Crop Improvement

Recent advances in next-generation sequencing (NGS) and single nucleotide polymorphism (SNP) genotyping promise to greatly accelerate crop improvement if properly deployed. High-throughput SNP genotyping offers a number of advantages over previous marker systems, including an abundance of markers, rapid processing of large populations, a variety of genotyping systems to meet different needs, and straightforward allele calling and database storage due to the bi-allelic nature of SNP markers. NGS technologies have enabled rapid whole genome sequencing, providing extensive SNP discovery pools to select informative markers for different sets of germplasm. Highly multiplexed fixed array platforms have enabled powerful approaches such as genome-wide association studies. On the other hand, routine deployment of trait-specific SNP markers requires flexible, low-cost systems for genotyping smaller numbers of SNPs across large breeding populations, using platforms such as Fluidigm's Dynamic Arrays™, Douglas Scientific's Array Tape™, and LGC's automated systems for running KASP™ markers. At the same time, genotyping by sequencing (GBS) is rapidly becoming popular for low-cost high-density genome-wide scans through multiplexed sequencing. This review will discuss the range of options available to modern breeders for integrating SNP markers into their programs, whether by outsourcing to service providers or setting up in-house genotyping facilities, and will provide an example of SNP deployment for rice research and breeding as demonstrated by the Genotyping Services Lab at the International Rice Research Institute.

[1]  Jun Wang,et al.  The 3,000 rice genomes project: new opportunities and challenges for future rice research , 2014, GigaScience.

[2]  N. Morling,et al.  Single Nucleotide Polymorphism , 2014, Definitions.

[3]  Carlos Bustamante,et al.  ALCHEMY: a reliable method for automated SNP genotype calling for small batch sizes and highly homozygous populations , 2010, Bioinform..

[4]  Edward S. Buckler,et al.  TASSEL: software for association mapping of complex traits in diverse samples , 2007, Bioinform..

[5]  Qifa Zhang,et al.  Genome-wide association studies of 14 agronomic traits in rice landraces , 2010, Nature Genetics.

[6]  M. Olivier A haplotype map of the human genome. , 2003, Nature.

[7]  Weihua Chang,et al.  Whole-genome genotyping with the single-base extension assay , 2005, Nature Methods.

[8]  K. McNally,et al.  Genomics of gene banks: A case study in rice. , 2012, American journal of botany.

[9]  S. P. Fodor,et al.  Genotyping over 100,000 SNPs on a pair of oligonucleotide arrays , 2004, Nature Methods.

[10]  Richard Shen,et al.  Medium- to high-throughput SNP genotyping using VeraCode microbeads. , 2009, Methods in molecular biology.

[11]  M. Olivier A haplotype map of the human genome , 2003, Nature.

[12]  Simon Cawley,et al.  Next generation genome-wide association tool: design and coverage of a high-throughput European-optimized SNP array. , 2011, Genomics.

[13]  N Risch,et al.  High-throughput genotyping with single nucleotide polymorphisms. , 2001, Genome research.

[14]  L. Kochian,et al.  Genetic dissection of Al tolerance QTLs in the maize genome by high density SNP scan , 2014, BMC Genomics.

[15]  J. Poland,et al.  Development of High-Density Genetic Maps for Barley and Wheat Using a Novel Two-Enzyme Genotyping-by-Sequencing Approach , 2012, PloS one.

[16]  P. Etter,et al.  Rapid SNP Discovery and Genetic Mapping Using Sequenced RAD Markers , 2008, PloS one.

[17]  Makoto Matsuoka,et al.  The role of QTLs in the breeding of high-yielding rice. , 2011, Trends in plant science.

[18]  Mark H. Wright,et al.  Genome-wide association mapping reveals a rich genetic architecture of complex traits in Oryza sativa , 2011, Nature communications.

[19]  E. Septiningsih,et al.  QTL mapping for tolerance of anaerobic germination from IR64 and the aus landrace Nanhi using SNP genotyping , 2014, Euphytica.

[20]  Susan McCouch,et al.  Multi-parent advanced generation inter-cross (MAGIC) populations in rice: progress and potential for genetics research and breeding , 2013, Rice.

[21]  C. Bustamante,et al.  Development of genome-wide SNP assays for rice , 2010 .

[22]  Liuda Ziaugra,et al.  SNP Genotyping Using the Sequenom MassARRAY iPLEX Platform , 2009, Current protocols in human genetics.

[23]  Anna Maria Rossi,et al.  Application of High-Resolution Melting to Large-Scale, High-Throughput SNP Genotyping , 2010, Journal of biomolecular screening.

[24]  A. Janssen,et al.  Sequence-based SNP genotyping in durum wheat. , 2013, Plant biotechnology journal.

[25]  Robert J. Elshire,et al.  Mining conifers’ mega-genome using rapid and efficient multiplexed high-throughput genotyping-by-sequencing (GBS) SNP discovery platform , 2013, Tree Genetics & Genomes.

[26]  José Crossa,et al.  Genomic Selection in Wheat Breeding using Genotyping‐by‐Sequencing , 2012 .

[27]  Jean-Luc Jannink,et al.  Genomic selection in plant breeding: from theory to practice. , 2010, Briefings in functional genomics.

[28]  Jing Li,et al.  A whole-genome SNP array (RICE6K) for genomic breeding in rice. , 2014, Plant biotechnology journal.

[29]  Patrick M Hayes,et al.  Construction and application for QTL analysis of a Restriction Site Associated DNA (RAD) linkage map in barley , 2011, BMC Genomics.

[30]  Chunlin He,et al.  SNP genotyping: the KASP assay. , 2014, Methods in molecular biology.

[31]  Modular tagging of amplicons using a single PCR for high‐throughput sequencing , 2014, Molecular ecology resources.

[32]  Joseph L. Gage,et al.  Bridging the genotyping gap: using genotyping by sequencing (GBS) to add high-density SNP markers and new value to traditional bi-parental mapping and breeding populations , 2013, TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik.

[33]  Ivo Grosse,et al.  SNP2CAPS: a SNP and INDEL analysis tool for CAPS marker development. , 2004, Nucleic acids research.

[34]  James R. Knight,et al.  De Novo Next Generation Sequencing of Plant Genomes , 2009, Rice.

[35]  M. Sorrells,et al.  Genomic Selection for Crop Improvement , 2009 .

[36]  N. Nitta,et al.  Utilization of the CAPS/dCAPS Method to Convert Rice SNPs into PCR-based Markers , 2005 .

[37]  J. Zhuang,et al.  Genetic diversity and structure of improved indica rice germplasm , 2014, Plant Genetic Resources.

[38]  C. Bustamante,et al.  Global Dissemination of a Single Mutation Conferring White Pericarp in Rice , 2007, PLoS genetics.

[39]  A. Amores,et al.  Stacks: Building and Genotyping Loci De Novo From Short-Read Sequences , 2011, G3: Genes | Genomes | Genetics.

[40]  Peter J. Bradbury,et al.  Maize HapMap2 identifies extant variation from a genome in flux , 2012, Nature Genetics.

[41]  Kenneth L. McNally,et al.  Development of a Research Platform for Dissecting Phenotype–Genotype Associations in Rice (Oryza spp.) , 2010, Rice.

[42]  Nicholas A. Tinker,et al.  Using Genotyping-By-Sequencing (GBS) for Genomic Discovery in Cultivated Oat , 2014, PloS one.

[43]  Y. Pawitan,et al.  Genome‐wide Association Studies , 2009 .

[44]  M. Goddard,et al.  Genomic selection. , 2007, Journal of animal breeding and genetics = Zeitschrift fur Tierzuchtung und Zuchtungsbiologie.

[45]  I. Milne,et al.  Effects of ascertainment bias and marker number on estimations of barley diversity from high-throughput SNP genotype data , 2010, Theoretical and Applied Genetics.

[46]  Kenneth L. McNally,et al.  Genomewide SNP variation reveals relationships among landraces and modern varieties of rice , 2009, Proceedings of the National Academy of Sciences.

[47]  K. Gunderson,et al.  Whole genome genotyping technologies on the BeadArray™ platform , 2007 .

[48]  C. Robin Buell,et al.  Marker Density and Read Depth for Genotyping Populations Using Genotyping-by-Sequencing , 2013, Genetics.

[49]  Qian Qian,et al.  Genome-wide association study of flowering time and grain yield traits in a worldwide collection of rice germplasm , 2011, Nature Genetics.

[50]  R. Terauchi,et al.  Harvesting the Promising Fruits of Genomics: Applying Genome Sequencing Technologies to Crop Breeding , 2014, PLoS biology.

[51]  Marie E. Bolger,et al.  Plant genome sequencing - applications for crop improvement. , 2014, Current opinion in biotechnology.

[52]  Jianlong Xu,et al.  Highly efficient genotyping of rice biparental populations by GoldenGate assays based on parental resequencing , 2014, Theoretical and Applied Genetics.

[53]  B. Browning,et al.  A unified approach to genotype imputation and haplotype-phase inference for large data sets of trios and unrelated individuals. , 2009, American journal of human genetics.

[54]  Ramesh Ramakrishnan,et al.  High-throughput single nucleotide polymorphism genotyping using nanofluidic Dynamic Arrays , 2009, BMC Genomics.

[55]  S. Hearne,et al.  Single nucleotide polymorphism genotyping using Kompetitive Allele Specific PCR (KASP): overview of the technology and its application in crop improvement , 2013, Molecular Breeding.

[56]  J. Batley,et al.  Accessing complex crop genomes with next-generation sequencing , 2012, Theoretical and Applied Genetics.

[57]  Antoine Janssen,et al.  Sequence-Based Genotyping for Marker Discovery and Co-Dominant Scoring in Germplasm and Populations , 2012, PloS one.

[58]  John A. Todd,et al.  Towards fully automated genome–wide polymorphism screening , 1995, Nature Genetics.

[59]  Hang He,et al.  Development and application of a set of breeder-friendly SNP markers for genetic analyses and molecular breeding of rice (Oryza sativa L.) , 2011, Theoretical and Applied Genetics.

[60]  Mark J. Clement,et al.  Targeted Amplicon Sequencing (TAS): A Scalable Next-Gen Approach to Multilocus, Multitaxa Phylogenetics , 2011, Genome biology and evolution.

[61]  M. Marazita,et al.  Genome-wide Association Studies , 2012, Journal of dental research.

[62]  Robert J. Elshire,et al.  TASSEL-GBS: A High Capacity Genotyping by Sequencing Analysis Pipeline , 2014, PloS one.

[63]  Chenwu Xu,et al.  Developing high throughput genotyped chromosome segment substitution lines based on population whole-genome re-sequencing in rice (Oryza sativa L.) , 2010, BMC Genomics.

[64]  Kenneth L. McNally,et al.  High-throughput single nucleotide polymorphism genotyping for breeding applications in rice using the BeadXpress platform , 2011, Molecular Breeding.

[65]  M. Bayer,et al.  Genome-Tagged Amplification (GTA): a PCR-based method to prepare sample-tagged amplicons from hundreds of individuals for next generation sequencing , 2014, Molecular Breeding.

[66]  M. Olsen,et al.  Parental genome contribution in maize DH lines derived from six backcross populations using genotyping by sequencing , 2015, Euphytica.

[67]  Hang He,et al.  Development of Genomics-based Genotyping Platforms and Their Applications in Rice Breeding This Review Comes from a Themed Issue on Genome Studies and Molecular Genetics Development of Genotyping Platforms Identification of Genetic Variations Controlling Rice Agronomic Traits Genomics-assisted Molec , 2022 .

[68]  Bin Han,et al.  Resequencing rice genomes: an emerging new era of rice genomics. , 2013, Trends in genetics : TIG.

[69]  Robert J. Elshire,et al.  Comprehensive genotyping of the USA national maize inbred seed bank , 2013, Genome Biology.

[70]  M. C. de Vicente,et al.  The GCP molecular marker toolkit, an instrument for use in breeding food security crops , 2010, Molecular Breeding.

[71]  J. Leebens-Mack,et al.  Single Nucleotide Polymorphism–based Genetic Diversity in the Reference Set of Peanut (Arachis spp.) by Developing and Applying Cost‐Effective Kompetitive Allele Specific Polymerase Chain Reaction Genotyping Assays , 2013 .

[72]  T. Tai,et al.  Identification of SNPs in Closely Related Temperate Japonica Rice Cultivars Using Restriction Enzyme-Phased Sequencing , 2013, PloS one.

[73]  方福德 单核苷酸多态性(single nucleotide polymorphism) , 2003 .

[74]  Deborah P Delmer,et al.  Agriculture in the developing world: Connecting innovations in plant research to downstream applications. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[75]  J. Dangl,et al.  New Horizons for Plant Translational Research , 2014, PLoS biology.

[76]  Xuehui Huang,et al.  High-throughput genotyping by whole-genome resequencing. , 2009, Genome research.

[77]  K. Neelam,et al.  Development and validation of a breeder-friendly KASPar marker for wheat leaf rust resistance locus Lr21 , 2012, Molecular Breeding.

[78]  Trevor W. Rife,et al.  Genotyping‐by‐Sequencing for Plant Breeding and Genetics , 2012 .

[79]  Keyan Zhao,et al.  Genetic Architecture of Aluminum Tolerance in Rice (Oryza sativa) Determined through Genome-Wide Association Analysis and QTL Mapping , 2011, PLoS genetics.

[80]  Edward S. Buckler,et al.  Crop genomics: advances and applications , 2011, Nature Reviews Genetics.

[81]  Robert J. Elshire,et al.  A Robust, Simple Genotyping-by-Sequencing (GBS) Approach for High Diversity Species , 2011, PloS one.

[82]  Li-hong Xie,et al.  Haplotype variation at Badh2, the gene determining fragrance in rice. , 2013, Genomics.

[83]  J. Poland,et al.  Application of Genotyping-by-Sequencing on Semiconductor Sequencing Platforms: A Comparison of Genetic and Reference-Based Marker Ordering in Barley , 2013, PloS one.

[84]  V. Cruz,et al.  Development of DArT Marker Platforms and Genetic Diversity Assessment of the U.S. Collection of the New Oilseed Crop Lesquerella and Related Species , 2013, PloS one.

[85]  S. Mccouch,et al.  New insights into the history of rice domestication. , 2007, Trends in genetics : TIG.

[86]  K. Gunderson,et al.  High-throughput SNP genotyping on universal bead arrays. , 2005, Mutation research.

[87]  J. Udall,et al.  Development and mapping of SNP assays in allotetraploid cotton , 2012, Theoretical and Applied Genetics.

[88]  Xing Wang Deng,et al.  A high-density SNP genotyping array for rice biology and molecular breeding. , 2014, Molecular plant.

[89]  M. Blaxter,et al.  Genome-wide genetic marker discovery and genotyping using next-generation sequencing , 2011, Nature Reviews Genetics.

[90]  R. J. Cho,et al.  A simple procedure for the analysis of single nucleotide polymorphisms facilitates map-based cloning in Arabidopsis. , 2000, Plant physiology.

[91]  Robert J. Elshire,et al.  Switchgrass Genomic Diversity, Ploidy, and Evolution: Novel Insights from a Network-Based SNP Discovery Protocol , 2013, PLoS genetics.

[92]  G. Wenzel,et al.  Development and application of functional markers in maize , 2005, Euphytica.

[93]  C. Bustamante,et al.  Genomic Diversity and Introgression in O. sativa Reveal the Impact of Domestication and Breeding on the Rice Genome , 2010, PloS one.

[94]  R. Bernardo Genomewide selection with minimal crossing in self-pollinated crops. , 2010 .

[95]  R. Moritz,et al.  RESTseq – Efficient Benchtop Population Genomics with RESTriction Fragment SEQuencing , 2013, PloS one.

[96]  Takuji Sasaki,et al.  The map-based sequence of the rice genome , 2005, Nature.

[97]  S. Mccouch,et al.  Development of a SNP genotyping panel for detecting polymorphisms in Oryza glaberrima/O. sativa interspecific crosses , 2014, Euphytica.

[98]  Zhonghu He,et al.  Functional markers in wheat: current status and future prospects , 2012, Theoretical and Applied Genetics.

[99]  S. Kumpatla,et al.  Development of versatile gene-based SNP assays in maize (Zea mays L.) , 2011, Molecular Breeding.