Abstract
Amino acid content in grains is an important nutritional quality trait in rice. High temperature can affect rice quality by accelerating grain filling. However, there is limited information available on the influence of high temperature on amino acid content in rice grains, especially under natural conditions. In this study, grain-filling traits and amino acid content in the grain of two rice cultivars (Luliangyou 996 and Lingliangyou 268) were compared between two years (2016 and 2017) with contrasting temperatures during the early grain-filling period under field conditions. Average daily mean temperature during the period of 0–5 days after full heading in 2016 (30.1 °C) was 5.4 °C higher than that in 2017. Initial, maximum, and mean grain-filling rates were 42–307% higher in 2016 than in 2017 for Luliangyou 996 and Lingliangyou 268. The time taken to reach the maximum grain-filling rate and active grain-filling duration were 6.3–10.7 d shorter in 2016 compared to 2017 for Luliangyou 996 and Lingliangyou 268. Grain weight was equal to or significantly higher in 2016 than in 2017 for Luliangyou 996 and Lingliangyou 268. N accumulation and N content in the grain were significantly lower in 2016 than in 2017 for both cultivars. The grain contents of all detected amino acids, except for methionine in Luliangyou 996, were significantly lower in 2016 than in 2017. Our study suggests that high temperature during the early grain-filling period can result in an accelerated grain-filling process, reduced N accumulation and content in rice grains, and consequently reduced amino acid content in the grain.
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Introduction
Rice is the staple food for more than half of the world’s population1. In China, rice production and consumption are the highest in the world, and China accounts for nearly one-third of the global rice market2. To meet the high demand for rice production due to the growing population and economic development, high yield has been the first priority of rice researchers in China for a long time3. In recent years, rice quality has been increasingly important to Chinese consumers as people’s living standards improve4.
Rice quality traits include physical appearance, cooking properties, sensory characteristics and, more recently, nutritional value5. Enhancing amino acids in the grain is one of the major objectives for improving the nutritional value of rice6. Basic research in genetics and genetic engineering research has led to useful information for enriching amino acid content in crops including rice7. However, rice quality depends not only on genetics but also on the environment8.
High temperature, especially during the grain-filling period, is one of the dominant environmental factors affecting rice quality9. It has been well documented that high temperature during grain filling can accelerate the grain-filling rate in rice, resulting in loosely packed rice starch granules, decreased head milled rice rate, and increased abnormal and chalky rice grains10. However, there is limited information available on the effect of high temperature during the grain-filling period on amino acid content in rice grains. Additionally, previous studies on high temperature affecting rice quality were mainly conducted under artificially controlled temperature conditions10,11,12, which may not fully reflect natural conditions.
In the present study, grain-filling traits and amino acid content in grains of two rice cultivars were compared between two years that differed due to a heat event during the early grain-filling period under field experiment conditions. The main objective of this study was to determine the influence of natural high temperature during the early grain-filling period on amino acid content in rice grains.
Results
Average daily mean temperature during the period of 0–5 days after full heading in 2016 was 30.1 °C, which was 5.4 °C higher than that in 2017 (Fig. 1).
There was no significant difference in aboveground biomass per spikelet at full heading between 2016 and 2017 for Luliangyou 996 and Lingliangyou 268 (Fig. 2a,b). Leaf area per spikelet at full heading was 28% and 36% lower in 2016 than in 2017 for Luliangyou 996 and Lingliangyou 268, respectively (Fig. 2c,d).
The grain-filling process was well fitted by the logistic equation (R2 = 0.987–0.992) for both cultivars in both years (Fig. 3a,b). The initial grain-filling rate was higher in 2016 than in 2017 by 100% for Luliangyou 996 and by 307% for Lingliangyou 268 (Table 1). Maximum grain-filling rate was 42% and 57% higher in 2016 than in 2017 for Luliangyou 996 and Lingliangyou 268, respectively. Mean grain-filling rate was higher in 2016 than in 2017 by 49% for Luliangyou 996 and by 86% for Lingliangyou 268. Time taken to reach the maximum grain-filling rate was 6.3 and 7.2 d shorter in 2016 than in 2017 for Luliangyou 996 and Lingliangyou 268, respectively. Active grain-filling duration was 10.7 d shorter in 2016 than in 2017 for both cultivars.
The difference in grain weight was not significant between 2016 and 2017 for Luliangyou 996 (Fig. 4a). Grain weight was 6% higher in 2016 than in 2017 for Lingliangyou 268 (Fig. 4b). Grain N accumulation was 22% and 11% lower in 2016 than in 2017 for Luliangyou 996 and Lingliangyou 268, respectively (Fig. 4c,d). Grain N content was 18% and 16% lower in 2016 than in 2017 for Luliangyou 996 and Lingliangyou 268, respectively (Fig. 4e,f).
For Luliangyou 996, the yearly differences were significant for the grain contents of all detected amino acids except methionine, which were 13–32% lower in 2016 than in 2017 (Fig. 5a). For Lingliangyou 268, there were significant yearly differences in the contents of all detected amino acids in grains, which were 20–49% lower in 2016 than in 2017 (Fig. 5b).
Discussion
Most research studying the influence of high temperature during the grain-filling period on rice quality has been performed by artificially controlling temperature at a constant value during the whole period10,11,12. However, the natural temperature data presented in this study showed that the temperature was variable during the grain-filling period and the high temperature only occurred during a part of the grain-filling period (Fig. 1). This indicates that the approach of artificially controlling temperature at a constant value in previous studies is limited in that it does not necessarily reproduce natural conditions.
High temperature during the grain-filling period can accelerate the grain-filling process13. Consistently, in the present study, higher temperature during the early grain-filling period resulted in higher initial, maximum, and mean grain-filling rates and shorter time taken to reach the maximum grain-filling rate and active grain-filling duration in 2016 compared to 2017. Although the grain-filling rate can also be increased by increasing the source-sink ratio14, this was not responsible for the higher grain-filling rate during the early grain-filling period in 2016 compared to 2017 in this study because aboveground biomass and leaf area per spikelet at full heading were equal or smaller in 2016 than in 2017.
Accelerated grain-filling process is generally accompanied by enhanced remobilization of non-structural carbohydrate (NSC) from the vegetative tissues to the grain in rice, which can induce early plant senescence and reduce leaf photosynthesis15. However, these negative physiological changes do not necessarily result in reduced grain weight, because they can be compensated for or outweighed by gains from enhanced NSC remobilization and accelerated grain-filling rate15,16. This could also be why grain weight in 2016 was equal to or higher than that in 2017 in this study.
In contrast to the performance of grain weight, N accumulation in the grain, and thus grain N content, was lower in 2016 than in 2017. The decreased grain N accumulation in 2016 might be related to early plant senescence, which was induced by the accelerated grain-filling process. Consistently, Huang et al.17 observed that early plant senescence reduced N uptake during the grain-filling period and consequently decreased N accumulation in the panicle in rice plants. Tsukaguchi et al.18 found that protein content (calculated by multiplying N content by a factor of 5.95) in rice grains was most sensitive to plant nitrogen status after heading. However, there have been contradictory results showing that N uptake during grain filling is not always allocated to the grains and that rendering N remobilization from senescing organs acts as a central component for the development of reproductive organs in other cereal crops such as wheat19. Therefore, further research is required to quantify the sources of N accumulation in rice grains as affected by the early plant senescence induced by high temperature using the 15N tracer technique.
N is an important component of amino acids. Mossé et al.20 reported that amino acid contents increased linearly with N content in rice grains with correlation coefficients close to one. Therefore, in this study, the lower amino acid content in grains in 2016 compared to 2017 could be attributable to the decreased grain N content. On the other hand, the amino acid content can also be affected by changes in the activities of enzymes involved in amino acid metabolism in rice grains21. Glutamine synthetase, glutamic oxalo-acetic transaminase, and glutamate pyruvate transaminase, which play dominant roles in the conversion of inorganic N to organic N and the supply of effective N donors, are the key enzymes in amino acid synthesis in the rice grain. Therefore, further investigations are required to determine the effects of high temperature during the early grain-filling period on the activities of the above enzymes during grain development and their relationship with amino acid content in rice grains. Moreover, in contrast with the present study, Yamakawa and Hakata22 reported that high temperature resulted in amino acid accumulation in the rice grain due to the heat-stable import of amino acids into the caryopsis and/or repression of protein synthesis, especially during the tRNA charging step. This difference might be because the duration of high temperature was longer in the study of Yamakawa and Hakata22 (15 days) than in this study. High temperature led to decreased grain weight in the study of Yamakawa and Hakata22 but did not in the present study. These differences highlight that the need for greater fundamental understanding of the effects of the duration of high temperature on amino acid metabolism in the rice grain.
Conclusion
High temperature during the early grain-filling period can result in accelerated grain-filling process, reduced N accumulation and content in rice grains and hence reduced amino acid content in the grain.
Methods
Field experiments were conducted in Yongan (28°09′ N, 113°37′E, 43 m asl), Hunan Province, China in the early rice-growing season in 2016 and 2017. Normally, the temperature tends to increase with days after heading in the early rice-growing season23. This trend was observed in 2017 but not in 2016 in the present study (Fig. 1); in 2016, a heat event occurred during the early grain-filling period. Temperature data were obtained from an automatic weather station (Vantage Pro2, Davis Instruments Corp., Hayward, CA, USA) located near the experimental field.
The soil of the experimental field was clay with the following properties: pH 6.22, 41.8 g kg−1 organic matter, 1.23 g kg−1 total N, 0.71 g kg−1 total P, 6.56 g kg−1 total K, 132 mg kg−1 available N, 26.8 mg kg−1 available P, and 155 mg kg−1 available K. The soil test was based on samples taken from the 0−20 cm soil layer, with standard practices used for soil assessment.
In each year, Luliangyou 996, Lingliangyou 268, and other rice cultivars were planted in a randomized complete-block design with three replicates and a plot size of 40 m2. The other cultivars differed between the two years. To eliminate genetic factors, only Luliangyou 996 and Lingliangyou 268 were selected in this study. These two cultivars are hybrids and have been widely grown by rice farmers in the study region.
Seeds were sown in trays to raise seedlings. Twenty-day-old seedlings were transplanted with a high-speed rice transplanter (PZ80-25, Dongfeng Iseki Agricultural Machinery Co., Ltd., Xiangyang, China) on 15 April. Transplanting was done at a hill spacing of 25 cm × 11 cm with two seedlings per hill. Missing plants were manually replanted within 1 week after transplanting to obtain a uniform plant population. Nitrogen (150 kg N ha−1) was applied in three splits: 50% as basal fertilizer (1 day before transplanting), 20% at early-tillering (7 days after transplanting), and 30% at panicle initiation. Phosphorus (75 kg P2O5 ha−1) was applied as basal fertilizer. Potassium (150 kg K2O ha−1) was split equally at basal fertilization and panicle initiation. The experimental field was flooded (5–10 cm) from transplanting until 7 days before maturity, when plots were drained. Insects, diseases, and weeds were intensively controlled by chemicals.
Ten hills of rice plants were sampled from each plot at full heading (when more than 80% of plants showed panicles) and maturity. The plants sampled at full heading were separated into stems, leaves, and panicles. Leaf area was measured with a leaf area meter (LI-3000C, LI-COR, Lincoln, NE, USA). Dry weights of stems, leaves, and panicles were determined after oven drying at 70 °C to a constant weight. Aboveground biomass included the total dry matter of stems, leaves, and panicles. Plants sampled at maturity were hand threshed and filled spikelets were separated from unfilled spikelets by submerging them in tap water. The number of filled spikelets was counted using an automatic seed counter (SLY-A, Zhejiang Top Instrument Co., Ltd., Hangzhou, China). Aboveground biomass per spikelet was calculated by dividing the aboveground biomass at full heading by the number of filled spikelets. Leaf area per spikelet was calculated by dividing the leaf area at full heading by the number of filled spikelets.
About 80 main-stem panicles that headed on the same day were tagged in each plot. Six tagged panicles were sampled randomly from each plot, starting at 3 days after full heading at a 3-day interval until maturity. The grains were hand hulled and oven-dried at 70 °C to a constant weight. The grain-filling process was fitted using the logistic equation, and grain-filling parameters including initial, maximum and mean grain-filling rates, time taken to reach the maximum grain-filling rate, and active grain-filling duration were calculated according to Shi et al.12.
The dried grain samples at maturity were ground and sieved using a 100-mesh filter. About 0.5 g of the sieved grain sample was digested with H2SO4-H2O2, and the N content was determined using a segmented flow analyzer (Skalar SAN Plus, Skalar Inc., Breda, The Netherlands)24. Grain N accumulation was calculated by multiplying the grain weight by the N content.
Approximately 1.0 g of the sieved sample was hydrolyzed in HCl (5 M, 5 ml) for 22 h at 110 °C and derivatized using the AccQ-Tag reagent kit (Waters, Milford, MA, USA) for 15 min at 55 °C. The contents of amino acids, including alanine, arginine, aspartate, cysteine, glutamate, glycine, histidine, isoleucine, leucine, lysine, methionine, phenylalanine, proline, serine, threonine, tyrosine, and valine, were measured using a high-performance liquid chromatography system (Waters 2695 Separations Module, Waters) equipped with an AccQ-Tag column (3.9 × 150 mm, 4 μm film thickness) and linked simultaneously to a photodiode array detector (Model 2996, Waters)25.
Data were analyzed using analysis of variance (Statistix 8, Analytical software, Tallahassee, FL, USA). Means of years were compared based on the least significant difference test (LSD) at the 0.05 probability level for each cultivar.
Data Availability
All data generated or analysed during this study are included in the article.
References
Muthayya, S., Sugimoto, J. D., Montgomery, S. & Maberly, G. F. An overview of global rice production, supply, trade, and consumption. Ann. N. Y. Acad. Sci. 1324, 7–14 (2014).
Abdullah, A., Kobayashi, H., Matsumura, I. & Ito, S. World rice demand towards 2050: impact of decreasing demand of per capita rice consumption for China and India in Japan and East Asian Regionalism (eds Hassan, A., Nasrudin, M. & Akhir, M.) 1–17 (East Asian Studies Department, 2008).
Peng, S., Khush, G. S., Virk, P., Tang, Q. & Zou, Y. Progress in ideotype breeding to increase rice yield potential. Field Crops Res. 108, 32–38 (2008).
Yang, X. et al. Physicochemical and sensory properties of japonica rice varied with production areas in China. J. Integ.r Agr. 12, 1748–1756 (2013).
Fitzgerald, M. A., McCouch, S. R. & Hall, R. D. Not just a grain of rice: the quest for quality. Trends Plant Sci. 14, 133–139 (2009).
Wang, L. et al. The QTL controlling amino acid content in grains of rice (Oryza sativa) are co-localized with the regions involved in the amino acid metabolism pathway. Mol. Breed. 21, 127–137 (2008).
Ufaz, S. & Galili, G. Improving the content of essential amino acids in crop plants: goals and opportunities. Plant Physiol. 147, 954–961 (2008).
Krishnan, P. & Rao, A. V. S. Effects of genotype and environment on seed yield and quality of rice. J. Agr. Sci. 143, 283–292 (2005).
Krishnan, P., Ramakrishnan, B., Reddy, K. R. & Reddy, V. R. High-temperature effects on rice growth, yield, and grain quality. Adv. Agron. 111, 87–206 (2011).
Zhong, L. J., Cheng, F. M., Wen, X., Sun, Z. X. & Zhang, G. P. The deterioration of eating and cooking quality caused by high temperature during grain filling in early-season indica rice cultivars. J. Agron. Crop Sci. 191, 218–225 (2005).
Chen, J. et al. Effects of short-term high temperature on grain quality and starch granules of rice (Oryza sativa L.) at post-anthesis stage. Protoplasma 254, 935–943 (2017).
Shi, W. et al. Source-sink dynamics and proteomic reprogramming under elevated night temperature and their impact on rice yield and grain quality. New Phytol. 197, 825–837 (2013).
Ahmed, N. et al. Effect of high temperature on grain filling period, amylose content and activity of starch biosynthesis enzymes in endosperm of basmati rice. J. Sci. Food Agr. 95, 2237–2243 (2015).
Zhao, B., Wang, P., Zhang, H., Zhu, Q. & Yang, J. Source-sink and grain-filling characteristics of two-line hybrid rice Yangliangyou 6. Rice Sci. 13, 34–42 (2006).
Yang, J. & Zhang, J. Grain filling of cereals under soil drying. New Phytol. 169, 223–236 (2006).
Huang, M. et al. Temperature-related yield constraints of early-rice in South China: A cross-location analysis. PLoS ONE 11, e0158601 (2016).
Huang, M. et al. Effect of tillage on soil and crop properties of wet-seeded flooded rice. Field Crops Res. 129, 28–38 (2012).
Tsukaguchi, T., Taniguchi, Y. & Ito, R. The effects of nitrogen uptake before and after heading on grain protein content and the occurrence of basal and back-white grains in rice (Oryza sativa L.). Plant Prod. Sci. 19, 508–517 (2016).
Bieker, S. & Zentgraf, U. Plant senescence and nitrogen mobilization and signaling in Senescence and Senescence-Related Disorders (eds Wang, Z. & Inuzuka, H.) 53–83 (InTech, 2013).
Mossé, J., Huet, J. C. & Baudet, J. The amino acid composition of rice grain as a function of nitrogen content as compared with other cereals: A reappraisal of rice chemical scores. J. Cereal Sci. 8, 165–175 (1988).
Basuchaudhuri, P. Nitrogen Metabolism in Rice. 63–82 (CRC Press, 2016).
Yamakawa, H. & Hakata, M. Atlas of rice grain filling-related metabolism under high temperature: joint analysis of metabolome and transcriptome demonstrated inhibition of starch accumulation and induction of amino acid accumulation. Plant Cell Physiol. 51, 795–809.
Huang, M. et al. Comparison on grain quality between super hybrid and popular inbred rice cultivars under two nitrogen management practices in Advances in International Rice Research (ed. Li, J.) 111–124 (InTech, 2017).
Jimenez, R. et al. Method development of near-infrared spectroscopy approaches for nondestructive and rapid estimation of total protein in brown rice flour in Rice Grain Quality: Methods in Molecular Biology (ed. Sreenivasulu, N.) 109–135 (Springer, 2019).
Cohen, S. A. & De Antonis, K. M. Applications of amino acid derivation with 6-aminoquinolyl-N-hydroxysuccinimidyl carbamate: Analysis of feed grains, intravenous solutions and glycoproteins. J. Chromatogra. A 661, 25–34 (1994).
Acknowledgements
This work was supported by the National Key R&D Program of China (2016YFD0300509) and the Earmarked Fund for China Agriculture Research System (CARS-01).
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M.H., G.C. and Y.Z. conceived the experiments. H.Z. and C.Z. performed the experiments. M.H. and H.Z. analyzed the data and wrote the manuscript. All authors have read and approved the final manuscript.
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Huang, M., Zhang, H., Zhao, C. et al. Amino acid content in rice grains is affected by high temperature during the early grain-filling period. Sci Rep 9, 2700 (2019). https://doi.org/10.1038/s41598-019-38883-2
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DOI: https://doi.org/10.1038/s41598-019-38883-2
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