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Impact Assessment and Adaptation Simulation for Chalky Rice Grain in the Cultivar ‘Koshihikari’ in Japan Using Large Ensemble Climate Projection Data Sets

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Adaptation to Climate Change in Agriculture

Abstract

In this study, we used a statistical model to simulate the impact of climate change and adaptations on the occurrence of chalky rice grains (CRG), recognized as an indicator of rice quality. The target variety was ‘Koshihikari’, the most widely grown cultivar in Japan. A large number of ensemble climate projection data sets were used to provide probability information for impact assessment and adaptation simulations. The impact assessment predicted that the occurrence of CRGs would increase with increasing temperature in all regions of Japan. One adaptation simulation indicated that moving the transplanting date would be effective for reducing the occurrence of CRG. A further adaptation simulation using a virtual heat-tolerant variety indicated that this would also be effective in reducing CRG throughout Japan. The results of this study will be useful to stakeholders such as farmers and policymakers when considering the impact of climate change on rice quality.

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References

  • Cheng FM, Zhong LJ, Wang F et al (2005) Differences in cooking and eating properties between chalky and translucent parts in rice grains. Food Chem 90:39–46

    Article  CAS  Google Scholar 

  • Fukui S, Ishigooka Y, Kuwagata T et al (2015) A methodology for estimating phenological parameters of rice cultivars utilizing data from common variety trials. J Agric Meteorol 71:77–89

    Article  Google Scholar 

  • Geographical Survey Institute, Ministry of Land, Infrastructure, Transport, and Tourism of Japan (2006) Land use mesh 2006. http://nlftp.mlit.go.jp/ksj/gml/datalist/KsjTmplt-L03-a.html (in Japanese) Accessed 28 Nov 2018

  • Iizumi T, Yokozawa M, Nishimori M (2011) Probabilistic evaluation of climate change impacts on paddy rice productivity in Japan. Clim Chang 107:391–415

    Article  Google Scholar 

  • Imada Y, Maeda S, Watanabe M et al (2017) Recent enhanced seasonal temperature contrast in Japan from large ensemble high-resolution climate simulations. Atmosphere 8:57

    Article  Google Scholar 

  • Ishigooka Y, Kuwagata T, Nishimori M et al (2011) Spatial characterization of recent hot summers in Japan with agro-climatic indices related to rice production. J Agric Meteorol 67:209–224

    Article  Google Scholar 

  • Ishigooka Y, Fukui S, Hasegawa T et al (2017) Large-scale evaluation of the effects of adaptation to climate change by shifting transplanting date on rice production and quality in Japan. J Agric Meteorol 73:156–173

    Article  Google Scholar 

  • Kobayashi A, Hori K, Yamamoto T et al (2018) Koshihikari: a premium short-grain rice cultivar – its expansion and breeding in Japan. Rice. https://doi.org/10.1186/s12284-018-0207-4

  • Kojima Y (2017) Blanding of new rice cultivars to motivate farmers in Toyama. Hokuriku Crop Sci 55:65–66. (in Japanese)

    Google Scholar 

  • Kondo M (2010) Effects of high-temperature stress on growth and grain filling in rice. Gamma F Symp 47:67–74

    Google Scholar 

  • Kondo M, Morita S, Nagata K et al (2006) Effects of air temperature during ripening and grain protein contents on grain chalkiness in rice. Abstracts of Meeting of the CSSJ 222, 14 (in Japanese)

    Google Scholar 

  • Masutomi Y, Takahashi K, Harasawa H et al (2009) Impact assessment of climate change on rice production in Asia in comprehensive consideration of process/parameter uncertainty in general circulation models. Agric Ecosyst Environ 131:281–291

    Article  Google Scholar 

  • Masutomi Y, Arakawa M, Minoda T et al (2015) Critical air temperature and sensitivity of the incidence of chalky rice kernels for the rice cultivar “Sai-no-kagayaki”. Agric For Meteorol 203:11–16

    Article  Google Scholar 

  • Ministry of Agriculture, Forestry and Fisheries (MAFF) (2018) Rice. http://www.hinshu2.maff.go.jp/info/sinsakijun/kijun/1440.pdf (in Japanese). Accessed 11 Mar 2019

  • Ministry of Agriculture, Forestry, and Fisheries of Japan (MAFF) (2009). http://www.maff.go.jp/j/tokei/kouhyou/beikoku_ryutu/pdf/suito_hinsyu_09.pdf (in Japanese). Accessed 28 Nov 2018

  • Ministry of Agriculture, Forestry, and Fisheries of Japan (MAFF) (2018) Statistics of agriculture, forestry, and fisheries. http://www.maff.go.jp/j/tokei/kouhyou/sakumotu/menseki/attach/pdf/index-22.pdf (in Japanese). Accessed 28 Nov 2018

  • Mizuta R, Murata A, Ishii M et al (2017) Over 5,000 years of ensemble future climate simulations by 60-km global and 20-km regional atmospheric models. Bull Am Meteorol Soc 98:1383–1398

    Article  Google Scholar 

  • Morita S (2005) The occurrences of immature grain with white portions and deep ditch, and grain weight decrease in rice under high temperature during ripening. J Agric Sci 60:442–446. (in Japanese)

    Google Scholar 

  • Morita S (2008) Prospect for developing measures to prevent high-temperature damage to rice grain ripening. Japanese J Crop Sci 77:1–12. (in Japanese)

    Article  Google Scholar 

  • Morita S, Wada H, Matue Y (2016) Countermeasures for heat damage in rice grain quality under climate change. Plant Prod Sci 19:1–11

    Article  CAS  Google Scholar 

  • Ohno H, Sasaki K, Ohara G et al (2016) Development of grid square air temperature and precipitation data compiled from observed, forecasted, and climatic normal data. Clim Biosph 16:71–79. in Japanese

    Article  Google Scholar 

  • Okada M, Iizumi T, Hayashi Y et al (2011) Projecting climate change impacts both on rice quality and yield in Japan. J Agric Meteorol 67:285–295

    Article  Google Scholar 

  • Sasahara H, Goto A, Shigemune A et al (2018) A new variety for sushi “Eminokizuna”. Bull NARO Agric Res Cent Reg 5:1–18. (in Japanese)

    Google Scholar 

  • Seino H (1997) Global climate change and food production in Japan. J Agric Meteorol 52:367–376

    Article  Google Scholar 

  • Takimoto T, Masutomi Y, Tamura M et al (accepted) The effect of air temperature and solar radiation on the occurrence of chalky rice grains in rice cultivars “Koshihikari” and “Akitakomachi”. J Agric Meteorol

    Google Scholar 

  • Terashima K, Saito Y, Sakai N et al (2001) Effects of high air temperature in summer of 1999 on ripening and grain quality of rice. Japanese J Crop Sci 70:449–458. in Japanese

    Article  Google Scholar 

  • Usui Y, Sakai H, Tokida T et al (2014) Heat-tolerant rice cultivars retain grain appearance quality under free-air CO2 enrichment. Rice 7:6

    Article  Google Scholar 

  • Usui Y, Sakai H, Tokida T et al (2016) Rice grain yield and quality responses to free-air CO2 enrichment combined with soil and water warming. Glob Chang Biol 22:1256–1270

    Article  Google Scholar 

  • Wakamatsu K, Sasaki O, Uezono I et al (2007) Effects of high air temperature during the ripening period on the grain quality of rice in warm regions of Japan. Japanese J Crop Sci 76:71–78. (in Japanese)

    Article  Google Scholar 

  • Wakamatsu K, Sasaki O, Uezono I et al (2008) Effect of the amount of nitrogen application on occurrence of white-back kernels during ripening of rice under high- temperature conditions. Japanese J Crop Sci 70:424–433. (in Japanese)

    Article  Google Scholar 

  • Wang J, Wan X, Li H et al (2007) Application of identified QTL-marker associations in rice quality improvement through a design-breeding approach. Theor Appl Genet 115:87–100

    Article  Google Scholar 

  • Yamakawa H, Hirose T, Kuroda M et al (2007) Comprehensive expression profiling of rice grain filling-related genes under high temperature using DNA microarray. Plant Physiol 144:258–277

    Article  CAS  Google Scholar 

  • Yoshida K, Sugi M, Mizuta R et al (2017) Future changes in tropical cyclone activity in high-resolution large-ensemble simulations. Geophys Res Lett 44:9910–9917

    Article  Google Scholar 

  • Zhang S, Tao F (2013) Modeling the response of rice phenology to climate change and variability in different climatic zones: comparisons of five models. Eur J Agron 45:165–176

    Article  Google Scholar 

Download references

Acknowledgements

We are grateful to Dr. Yasushi Ishigooka for providing the transplanting date data. Part of this work was supported by the Social Implementation Program on Climate Change Adaptation Technology (SI-CAT), MEXT, Japan. In this study, we utilized the database for Policy Decision-Making for Future Climate Change (d4PDF), which was produced using the Earth Simulator as a ‘Strategic Project with Special Support’ of JAMSTEC under corporation among the Program for Risk Information on Climate Change (SOUSEI), the SI-CAT, Integrated Research Program for Advancing Climate Models (TOUGOU), and the Data Integration and Analysis System (DIAS), which are all sponsored by the Ministry of Education, Culture, Sports, Science, and Technology (MEXT), Japan.

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Correspondence to Takahiro Takimoto .

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Takimoto, T., Masutomi, Y., Tamura, M. (2019). Impact Assessment and Adaptation Simulation for Chalky Rice Grain in the Cultivar ‘Koshihikari’ in Japan Using Large Ensemble Climate Projection Data Sets. In: Iizumi, T., Hirata, R., Matsuda, R. (eds) Adaptation to Climate Change in Agriculture. Springer, Singapore. https://doi.org/10.1007/978-981-13-9235-1_2

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