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Genome-Wide Association Studies (GWAS) for Yield and Weevil Resistance in Sweet potato (Ipomoea batatas (L.) Lam)

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Abstract

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We apply the GWAS to sweet potato genome, and identified the SNPs associated with yield and weevil resistance.

Abstract

The sweet potato (Ipomoea batatas (L.) Lam) is a highly heterozygous, outcrossing, polyploid species, which presents challenges for genetic analysis. Therefore, we considered that genome-wide association studies (GWAS) may be applied to the study of the sweet potato genome. The yield of two sweet potato varieties [Purple Sweet Lord (PSL) and 90IDN-47] was assessed at two locations (Kumamoto and Okinawa prefectures) in Japan in 2013 and the yield scores were used for GWAS. The results showed that there were several single nucleotide polymorphisms (SNP) above the significance thresholds in PSL; two peaks were detected in Kumamoto and Okinawa on the Ib03-3 and Ib01-4 linkage groups of PSL, respectively. As for 90IDN-47, one relatively high peak was detected in Kumamoto on the Ib13-8 linkage group. Interestingly, although high peaks above significance thresholds were detected in Kumamoto and Okinawa in PSL, the peaks were located in different linkage groups. This result suggests that the genetic regions controlling yield may change in response to environmental conditions. Additionally, we investigated the degree of weevil damage to the plants, which is the greatest problem in sweet potato cultivation in Okinawa. In this experiment, no SNPs were identified above the significance thresholds. However, one relatively high peak was found in the 90IDN-47 genotype, which showed resistance to weevils. On the other hand, one relatively high peak was also detected in the PSL genotype, which showed susceptibility to weevils. These results suggest that two regions could affect weevil resistance and may contain the gene(s) controlling weevil resistance.

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References

  • Ames T, Smit NEJM, Braun AR, O’Sullivan JN, Skoglun LG (1997) Sweet potato: major pests, diseases, and nutritional disorder. International Potato Centre, Lima, p 155

    Google Scholar 

  • Brachi B, Morris GP, Borevitz JO (2011) Genome-wide association studies in plant: the missing heritability is in the field. Genome Biol 12:232

    Article  Google Scholar 

  • Cervantes-Flores JC, Yencho GC, Kriegner A et al (2008) Development of a genetic linkage map and identification of homologous linkage groups in sweet potato using multiple-dose AFLP markers. Mol Breed 21:511–532

    Article  CAS  Google Scholar 

  • Chang KY, Lo HF, Lai YC et al (2009) Identification of quantitative trait loci associated with yield-related traits in sweet potato (Ipomoea batatas). Bot Stud 50:43–55

    CAS  Google Scholar 

  • Endelman JB (2011) Ridge regression and other kernels for genomic selection with R package rrBLUP. Plant Genome 4:250–255

    Article  Google Scholar 

  • Hirakawa H, Okada Y, Tabuchi H et al (2015) Survey of genome sequences in a wild sweet potato, Ipomoea trifida (H. B. K.) G. Don. DNA Res 22:171–179

    Article  CAS  Google Scholar 

  • Jackson DM, Bohac JR (2006) Improved dry-fleshed sweet potato genotypes resistant to insect pests. J Econ Entomol 99:1877–1883

    Article  Google Scholar 

  • Jackson DM, Harrison HF Jr, Ryan-Bohac JR (2012) Insect resistance in sweet potato plant introduction accessions. J Econ Entomol 105:651–658

    Article  Google Scholar 

  • Jansson RK, Raman KV (1991) Sweet potato pest management: a global review: pp 1–12. In: Jansson RK, Raman VR (eds) Sweet potato pest management: a global perspective. Westview Press, Boulder

    Google Scholar 

  • Khan MA, Korban SS (2012) Association mapping in forest trees and fruits crops. J Exp Bot 63:4045–4060

    Article  CAS  Google Scholar 

  • Korada RR, Naskar S, Palaniswami M, Ray R (2010) Management of sweet potato weevil [Cylas formicarius (Fab.)]: an overview. J Root Crops 36:14–26

    Google Scholar 

  • Korte A, Farlow A (2013) The advantages and limitations of trait analysis with GWAS: a review. Plant Methods 9:29

    Article  CAS  Google Scholar 

  • Kriegner A, Cervantes JC, Burg K et al (2003) A genetic linkage map of sweet potato [Ipomoea batatas (L.) Lam.] based on AFLP markers. Mol Breed 11:169–185

    Article  CAS  Google Scholar 

  • Li AX, Liu QC, Wang QM et al (2010) Construction of molecular linkage maps using SRAP markers in sweet potato. Acta Agron Sin 36:1286–1295

    CAS  Google Scholar 

  • Margarido GRA, Souza AP, Garcia AAF (2007) OneMap: software for genetic mapping in outcrossing species. Hereditas 144:78–79

    Article  CAS  Google Scholar 

  • Menezes EDLA (2002) A broca da batata-doce (Euscepes postfasciatus): descrição, bionomia e controle. Circular Técnica 6:1–12

    Google Scholar 

  • Meuwissen THE, Hayes BJ, Goddard ME (2001) Predication of total genetic value using genome-wide dense marker maps. Genetics 157:1819–1829

    CAS  PubMed  PubMed Central  Google Scholar 

  • Monden Y, Tahara M (2017) Genetic linkage analysis using DNA markers in sweet potato. Breed Sci 67:41–51

    Article  CAS  Google Scholar 

  • Monden Y, Hara T, Okada Y et al (2015) Construction of a linkage map based on retrotransposon insertion polymorphisms in sweet potato via high-throughput sequencing. Breed Sci 65:145–153

    Article  Google Scholar 

  • Nottingham SF, Kays SJ (2002) Sweet potato weevil control. Acta Hortic 583:155–161

    Article  Google Scholar 

  • O’Hair SK (1991) Growth of sweet potato in relation to attack by sweet potato weevils. In: Jansson RK, Raman KV (eds) Sweet potato pest management: a global perspective. Westview, Boulder, pp 59–78

    Google Scholar 

  • Okada Y, Yasuda K, Sakai T, Ichinose K (2014) Sweet potato resistance to Euscepes postfasciatus (Coleoptera: curculionidae): larval performance adversely effected by adult’s preference to tuber for food and oviposition. J Econ Entomol 107:1662–1673

    Article  CAS  Google Scholar 

  • Raman KV, Alleyne EH (1991) Biology and management of the West Indian sweet potato weevil, Euscepes postfasciatus. In: Jansson RK, Raman KV (eds) Sweet potato pest management: a global perspective. Westview, Boulder, pp 263–281

    Google Scholar 

  • Shirasawa K, Tanaka M, Takahata Y et al (2017) A high-density SNP genetic map consisting of a complete set of homologous groups in autohexaploid sweet potato (Ipomoea batatas). Sci Rep 7:44207

    Article  Google Scholar 

  • Turner SD (2014) qqman: an R package for visualizing GWAS results using Q–Q and Manhattan plots. BiorXiv. https://doi.org/10.1101/005165

    Article  Google Scholar 

  • Ukoskit K, Thompson PG (1997) Autopolyploidy versus allopolyploidy and low-density randomly amplified polymorphic DNA linkage maps of sweet potato. J Amer Soc Hort Sci 122:822–828

    Article  CAS  Google Scholar 

  • Ward AJ, Bhangoo J, Fernández-fernández F et al (2013) Saturated linkage map construction in Rubus idaeus using genotyping by sequencing and genome-independent imputation. BMC Genom 14:2

    Article  CAS  Google Scholar 

  • Zhao N, Yu X, Jie Q et al (2013) A genetic linkage map based on AFLP and SSR markers and mapping of QTL for dry-matter content in sweet potato. Mol Breed 32:807–820

    Article  CAS  Google Scholar 

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Acknowledgements

A part of this study was supported by a grant from the Ministry of Agriculture, Forestry, and Fisheries of Japan (Genomics-based Technology for Agricultural Improvement, SFC-3003).

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YO, KS, SI, MT and YM conceived and designed research. YO, KS and YM performed the experiment. KS, KN and YM analyzed the data. YO and YM wrote the manuscript. All authors read and approved the manuscript.

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Correspondence to Yoshihiro Okada.

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The authors declare that they have no conflicts of interest.

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Communicated by Sang-Soo Kwak.

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Okada, Y., Monden, Y., Nokihara, K. et al. Genome-Wide Association Studies (GWAS) for Yield and Weevil Resistance in Sweet potato (Ipomoea batatas (L.) Lam). Plant Cell Rep 38, 1383–1392 (2019). https://doi.org/10.1007/s00299-019-02445-7

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