| Literature DB >> 35010222 |
Sumiko Nakamura1, Ayaka Satoh1, Masaki Aizawa1, Ken'ichi Ohtsubo1.
Abstract
Global warming has caused devastating damage to starch biosynthesis, which has led to the increase in chalky grains of rice. This study was conducted to characterize the qualities of chalky rice grains and to develop the estimation formulae for their quality damage degree. We evaluated the chalkiness of 40 Japonica rice samples harvested in 2019, in Japan. Seven samples with a high ratio of chalky rice grains were selected and divided into two groups (whole grain and chalky grain). As a results of the various physicochemical measurements, it was shown that the surface layer hardness (H1) of cooked rice grains from chalky grains was significantly lower, and their overall hardness was significantly lower than those from the whole grains. In addition, α- and β-amylase activities, and sugar contents of the chalky rice grains were significantly higher than those of the whole rice grains. The developed estimation formula for the degree of retrogradation of H1 based on the α-amylase activities and pasting properties, showed correlation coefficients of 0.84 and 0.81 in the calibration and validation tests, respectively. This result presents the formula that could be used to estimate and to characterize the cooking properties of the rice samples ripened under high temperature.Entities:
Keywords: high-temperature damage; retrogradation degree of hardness; rice; α-amylase activity
Year: 2021 PMID: 35010222 PMCID: PMC8750872 DOI: 10.3390/foods11010097
Source DB: PubMed Journal: Foods ISSN: 2304-8158
Pasting properties of Japonica polished rice by RVA in 2019.
| Max.vis. | Mini.vis. | BD | Fin.vis | SB | Pt | Cons | SB/ | Max/ | Max/ | |
|---|---|---|---|---|---|---|---|---|---|---|
| (RVU) | (RVU) | (RVU) | (RVU) | (RVU) | (℃) | (RVU) | Cons | Mini | Fin | |
| Tsuyahime (Shimane) | 394.2 ± 7.0a | 185.8 ± 1.2a | 208.5 ± 5.8a | 311.8 ± 0.6a | −82.4 ± 7.7a | 63.9 ± 1.1a | 126.0 ± 1.8a | −0.7 ± 0.1a | 2.1 ± 0.0a | 1.3 ± 0.0a |
| Sagabiyori | 367.8 ± 11.6b | 144.8 ± 0.1b | 223.0 ± 11.7b | 271.1 ± 1.5b | −96.7 ± 13.1b | 63.0 ± 8.2b | 126.3 ± 1.4a | −0.8 ± 0.1a | 2.5 ± 0.1a | 1.4 ± 0.0a |
| Oidemai | 344.0 ± 1.9b | 152.8 ± 1.5b | 191.2 ± 0.4a | 275.5 ± 1.0b | −68.6 ± 0.9c | 63.5 ± 0.1c | 122.6 ± 0.5a | −0.6 ± 0.0a | 2.3 ± 0.0a | 1.2 ± 0.0a |
| Hatsushimo | 353.9 ± 4.2b | 146.6 ± 1.8b | 207.3 ± 2.5a | 271.0 ± 2.5b | −83.0 ± 1.7a | 63.5 ± 0.1c | 124.4 ± 0.8a | −0.7 ± 0.0a | 2.4 ± 0.0a | 1.3 ± 0.0a |
| Akihonami | 337.4 ± 2.5b | 154.5 ± 1.0b | 182.8 ± 3.5c | 286.9 ± 1.4b | −60.5 ± 3.9d | 63.0 ± 2.7a | 132.4 ± 0.4a | −0.4 ± 0.0b | 2.2 ± 0.0a | 1.2± 0.0a |
| Nikomaru | 350.9 ± 3.5b | 157.5 ± 1.0b | 193.3 ± 4.5a | 283.3 ± 0.4b | −67.6 ± 3.8c | 64.6 ± 0.0a | 125.7 ± 0.6a | −0.5 ± 0.0b | 2.2 ± 0.0a | 1.2 ± 0.0a |
| Koshihikari (Hyougo) | 365.2 ± 1.3b | 155.8 ± 8.0b | 209.3 ± 9.3a | 275.0± 9.3b | −90.1 ± 10.5b | 63.6 ± 0.5a | 119.2 ± 1.2a | −0.8 ± 0.1a | 2.3 ± 0.1a | 1.3 ± 0.0a |
| Morinokumasan | 343.9 ± 0.5b | 153.0 ± 2.2b | 190.9 ± 1.8a | 271.4 ± 2.9b | −72.5 ± 2.4a | 68.0 ± 0.4a | 118.4 ± 0.6a | −0.6 ± 0.0a | 2.2 ± 0.0a | 1.3 ± 0.0a |
| Yumeshizuku | 380.5 ± 9.0a | 169.1 ± 3.3a | 211.4 ± 12.3a | 290.2 ± 3.2a | −90.3 ± 12.2b | 63.5 ± 0.4c | 121.1 ± 0.1a | −0.7 ± 0.1a | 2.3 ± 0.1a | 1.3 ± 0.0a |
| Ichihomare | 355.8 ± 1.5b | 142.3 ± 2.2b | 213.5 ± 3.7a | 259.2 ± 2.0b | −96.6 ± 3.6b | 63.0 ± 7.2a | 116.9 ± 0.2a | −0.8 ± 0.0a | 2.5 ± 0.0a | 1.4 ± 0.0a |
| Hinohikari | 310.0 ± 1.8c | 145.5 ± 0.3b | 164.4 ± 2.1c | 275.3 ± 0.5b | −34.7 ± 2.3d | 63.5 ± 0.2a | 129.7 ± 0.2a | −0.3 ± 0.0b | 2.1 ± 0.0a | 1.1 ± 0.0a |
| Ryunohitomi | 341.4 ± 1.1b | 131.0 ± 3.8b | 210.4 ± 4.9b | 222.5 ± 6.2c | −118.9 ± 7.2b | 60.0 ± 0.6a | 91.5 ± 2.4b | −1.3 ± 0.1c | 2.6 ± 0.1a | 1.5 ± 0.0a |
| Koshihikari (Muikamachi) | 390.7 ± 0.6a | 159.8 ± 0.5b | 230.8 ± 1.1d | 280.5 ± 1.6b | −110.2 ± 2.2b | 63.5 ± 0.1c | 120.7 ± 1.2a | −0.9 ± 0.0c | 2.4 ± 0.0a | 1.4 ± 0.0a |
| Koshihikari (Shibata) | 396.5 ± 0.1a | 157.0 ± 0.8b | 239.5 ± 0.9d | 280.0 ± 0.2b | −116.5 ± 0.3e | 68.0 ± 2.1a | 123.0 ± 0.6a | −0.9 ± 0.0c | 2.5 ± 0.0a | 1.4 ± 0.0a |
| Koshihikari (Myoukou) | 353.1 ± 3.6b | 145.9 ± 0.6b | 207.3 ± 2.9a | 269.7 ± 1.4b | −83.4 ± 2.2a | 64.0 ± 0.5a | 123.8 ± 0.7a | −0.7 ± 0.0a | 2.4 ± 0.0a | 1.3 ± 0.0a |
| Kumasannochikara | 401.5 ± 6.3a | 143.7 ± 1.6b | 257.8 ± 4.7d | 276.1 ± 1.1b | −125.4 ± 5.2e | 68.4 ± 0.3d | 132.4 ± 0.5a | −0.9 ± 0.0c | 2.8 ± 0.0b | 1.5 ± 0.0a |
| Shinnosuke | 419.2 ± 0.6a | 144.7 ± 0.1b | 274.5 ± 0.6e | 257.7 ± 0.0b | −161.5 ± 0.6f | 67.0 ± 0.1d | 113.0 ± 0.1a | −1.4 ± 0.0c | 2.9 ± 0.0b | 1.6 ± 0.0b |
| Kinumusume | 402.4 ± 2.5a | 155.4 ± 1.2b | 247.0 ± 3.7d | 288.2 ± 1.8b | −114.2 ± 4.2b | 68.0 ± 0.0d | 132.8 ± 0.5a | −0.9 ± 0.0c | 2.6 ± 0.0a | 1.4 ± 0.0a |
| Sainokizuna | 445.7 ± 0.1d | 149.7 ± 0.2b | 296.0 ± 0.2e | 266.3 ± 0.1b | −179.4 ± 0.1f | 67.9 ± 0.5d | 116.6 ± 0.3a | −1.5 ± 0.0c | 3.0 ± 0.0b | 1.7 ± 0.0b |
| Tentakaku | 434.9 ± 1.7d | 170.0 ± 1.7a | 264.8 ± 0.0e | 296.7 ± 2.3e | −138.2 ± 0.6e | 70.4 ± 0.2d | 126.7 ± 0.6a | −1.1 ± 0.0c | 2.6 ± 0.0a | 1.5 ± 0.0a |
| Hanaechizen | 454.8 ± 2.9d | 183.9 ± 0.4a | 270.9 ± 3.4e | 323.0 ± 0.9a | −131.8 ± 3.9e | 70.9 ± 0.0d | 139.1 ± 0.5a | −0.9 ± 0.0c | 2.5 ± 0.0a | 1.4 ± 0.0a |
| Fusaotome | 437.1 ± 3.1d | 145.5 ± 0.2b | 291.6 ± 2.9e | 281.0 ± 0.2b | −156.2 ± 3.3f | 69.8 ± 0.5d | 135.4 ± 0.4a | −1.2 ± 0.0c | 3.0 ± 0.0b | 1.6 ± 0.0b |
| Koshihikari (Oguni) | 428.2 ± 2.7d | 148.2 ± 1.9b | 280.0 ± 0.8e | 261.2 ± 2.2b | −167.0 ± 0.5f | 68.8 ± 0.0d | 113.0 ± 0.3a | −1.5 ± 0.0c | 2.9 ± 0.0b | 1.6 ± 0.0b |
| Koshihikari (Yamakoshi) | 384.1 ± 10.6a | 151.6 ± 2.8b | 232.5 ± 7.8b | 287.6 ± 2.1b | −96.5 ± 8.5b | 65.2 ± 0.1a | 136.0 ± 0.6a | −0.7 ± 0.1a | 2.5 ± 0.0a | 1.3 ± 0.0a |
| Koshihikari (Niigata) | 411.0 ± 4.1a | 156.8 ± 1.3b | 254.2 ± 2.8d | 282.8 ± 0.9b | −128.3 ± 3.1e | 68.0 ± 0.0d | 125.9 ± 0.4a | −1.0 ± 0.0c | 2.6 ± 0.0a | 1.5 ± 0.0a |
| Koshihikari (Nagano) | 359.7 ± 2.1b | 165.8 ± 0.3b | 193.9 ± 2.4a | 301.7 ± 0.3a | −58.0 ± 2.4d | 63.5 ± 1.6b | 135.9 ± 0.0a | −0.4 ± 0.0b | 2.2 ± 0.0a | 1.2 ± 0.0a |
| Tsuyahime (Yamagata) | 384.4 ± 1.5a | 151.2 ± 0.1b | 233.2 ± 1.5b | 276.5 ± 0.6b | −107.9 ± 0.9b | 64.0 ± 0.0a | 125.3 ± 0.6a | −0.9 ± 0.0c | 2.5 ± 0.0a | 1.4 ± 0.0a |
| Hitomebore | 348.3 ± 8.5b | 144.3 ± 3.4b | 204.0 ± 5.2a | 272.6 ± 3.4b | −75.7 ± 5.2a | 64.0 ± 0.4a | 128.3 ± 0.0a | −0.6 ± 0.0a | 2.4 ± 0.0a | 1.3 ± 0.0a |
| Nanatsuboshi | 354.3 ± 4.1b | 133.2 ± 1.2b | 221.1 ± 2.9b | 238.3 ± 1.5c | −116.0 ± 2.6e | 63.2 ± 0.9a | 105.1 ± 0.4b | −1.1 ± 0.0c | 2.7 ± 0.0b | 1.5 ± 0.0a |
| Yumepirika | 357.8 ± 1.4b | 159.9 ± 8.8b | 197.9 ± 7.5a | 286.7 ± 7.7b | −71.1 ± 6.4a | 63.0 ± 5.1b | 126.8 ± 1.1a | −0.6 ± 0.0a | 2.2 ± 0.1a | 1.2 ± 0.0a |
| Tennotubu | 364.9 ± 1.8b | 157.4 ± 0.9b | 207.5 ± 2.7a | 292.8 ± 1.0a | −72.1 ± 2.8a | 64.7 ± 0.0a | 135.4 ± 0.1a | −0.5 ± 0.0b | 2.3 ± 0.0a | 1.4 ± 0.0a |
| Sasanishiki | 356.1 ± 2.4b | 143.5 ± 1.6b | 212.6 ± 0.8b | 260.8 ± 1.8b | −95.3 ± 0.5b | 66.0 ± 0.5a | 117.3 ± 0.2a | −0.8 ± 0.0a | 2.5 ± 0.0a | 1.1 ± 0.0a |
| Akitakomachi | 357.9 ± 16.3b | 198.6 ± 31.2a | 159.3 ± 15.0c | 334.4 ± 22.3a | −23.6 ± 6.1g | 64.3 ± 0.4a | 135.8 ± 8.9a | −0.2 ± 0.0d | 1.8 ± 0.2a | 1.3 ± 0.0a |
| Seitennohekireki | 378.1 ± 3.1a | 160.6 ± 2.0b | 217.5 ± 5.1b | 287.9 ± 2.1b | − 90.2± 5.2b | 65.0 ± 0.6a | 127.3 ± 0.1a | −0.7 ± 0.0a | 2.4 ± 0.0a | 1.2 ± 0.0a |
| Ginganoshizuku | 350.0 ± 4.4b | 156.7 ± 3.9b | 193.2 ± 0.5a | 290.5 ± 5.1b | −59.5 ± 0.7c | 63.2± 0.1c | 133.7 ± 1.2a | −0.4 ± 0.0b | 2.2 ± 0.0a | 1.9 ± 0.0b |
| Yukiwakamaru | 377.6 ± 3.6a | 112.5 ± 1.2c | 265.2 ± 2.4e | 198.7 ± 1.2c | −179.0 ± 2.4f | 64.4 ± 0.6a | 86.2 ± 0.1b | −2.1 ± 0.0e | 3.4 ± 0.0b | 1.3 ± 0.0a |
| Datemasayume | 398.7 ± 2.1a | 140.3 ± 1.8b | 258.4 ± 0.4d | 252.6 ± 2.1b | −146.1 ± 0.0f | 62.0 ± 0.3a | 112.3 ± 0.4a | −1.3 ± 0.0c | 2.8 ± 0.0b | 1.6 ± 0.0b |
| Koshihikari (Tochio) | 395.5 ± 0.5a | 151.5 ± 1.2b | 244.0 ± 1.6d | 268.0 ± 1.1b | −127.5 ± 1.6e | 66.0 ± 1.0a | 116.5 ± 0.1a | −1.1 ± 0.0c | 2.6 ± 0.0b | 1.5 ± 0.0a |
| Koshihikari (Toukamachi) | 403.8 ± 0.7a | 156.3 ± 2.2b | 247.5 ± 1.5d | 300.0 ± 2.6b | −103.8 ± 1.9e | 68.0 ± 0.0a | 143.7 ± 0.4a | −0.7 ± 0.0c | 2.6 ± 0.0b | 1.3 ± 0.0a |
| Koshihikari (Sado) | 393,9 ± 0.8a | 157.0 ± 0.6b | 240.0 ± 0.2d | 280.0 ± 0.5c | −113.9 ± 0.2f | 67.5 ± 0.0a | 123.0 ± 0.1a | −1.0 ± 0.0e | 2.5 ± 0.0b | 1.4 ± 0.0a |
Within each measure (Max.vis, Mini.vis, etc.) in the same column, different letters (a, b, c, etc.) denote statistically significant differences. Abbreviation: RVA, Rapid visco analyzer; SB, Setback (Final. vis-Max. vis); BD, Break down (Max. vis-Mini. vis); Max. vis, Maximum viscosity; Mini. vis, Minimum viscosity; Pt, Pasting temperature; Cons, Consistency (Fin. vis-Mini. vis); Fin. vis, Final. viscosity. Values are mean ± standard deviation.
Figure 1AAC and RS values of rice samples estimated based on pasting properties by an RVA; Estimated values of AAC (apparent amylose content) and RS (resistant starch) based on the pasting properties of 40 Japonica rice samples in 2019.
Figure 2Ratio of whole and chalky rice grains of 40 Japonica rice samples in 2019.
Analysis of iodine absorption parameters of whole and chalky rice grains from 7 Japonica rice samples in 2019.
| λmax | Aλmax | AAC | λmax/ | λmax/ | Fb3 (DP ≧ 37) | New | Fb3/ | |
|---|---|---|---|---|---|---|---|---|
| (nm) | (%) | AAC | Aλmax | (%) | λmax | Fa | ||
| Morinokumasan (wG) | 569.0 ± 0.0a | 0.293 ± 0.00a | 12.9 ± 0.2a | 44.0 ± 0.5a | 1945.4 ± 14.1a | 12.3 ± 0.1a | 0.28 ± 0.0a | 0.6 ± 0.0a |
| Morinokumasan (CG) | 567.5 ± 0.7a | 0.263 ± 0.00b | 10.7 ± 0.0b | 53.0 ± 0.1b | 2161.9 ± 3.1b | 11.0 ± 0.0b | 0.24 ± 0.0a | 0.4 ± 0.0b |
| Koshihikari (Shibata) (WG) | 578.5 ± 4.9a | 0.269± 0.00a | 11.9 ± 0.1a | 48.6 ± 0.0a | 2150.6 ± 18.4a | 11.2 ± 0.0a | 0.22± 0.0a | 0.4± 0.0a |
| Koshihikari (Shibata) (CG) | 566.0 ± 1.4b | 0.279 ± 0.00a | 11.7 ± 0.1a | 48.3 ± 0.3a | 2028.7 ± 5.2a | 11.7 ± 0.1a | 0.27 ± 0.0a | 0.5 ± 0.0a |
| Koshihikari (Tochio) (WG) | 574.5 ± 0.7a | 0.300 ± 0.00a | 13.7 ± 0.1a | 42.1 ± 0.3a | 1918.2 ± 11.2a | 12.6 ± 0.1a | 0.27 ± 0.0a | 0.6 ± 0.0a |
| Koshihikari (Tochio) (CG) | 572.5 ± 2.1a | 0.297 ± 0.00a | 13.4 ± 0.2a | 42.8 ± 0.4a | 1927.6 ± 2.0a | 12.5 ± 0.1a | 0.27 ± 0.0a | 0.6 ± 0.0a |
| Koshihikari (Toukamachi) (WG) | 573.0 ± 1.4a | 0.299 ± 0.00a | 13.3 ± 0.3a | 42.9 ± 1.1a | 1916.5 ± 22.9a | 12.6 ± 0.1a | 0.27 ± 0.0a | 0.6 ± 0.0a |
| Koshihikari (Toukamachi) (CG) | 570.5 ± 3.5a | 0.282 ± 0.01a | 12.1 ± 0.4b | 47.2 ± 1.2b | 2023.3 ± 28.1b | 11.8 ± 0.3b | 0.26 ± 0.0a | 0.5 ± 0.0b |
| Hanaechizen (wG) | 567.0 ± 0.0a | 0.348 ± 0.00a | 16.5 ± 0.2a | 34.4 ± 0.3a | 1631.7 ± 10.0a | 14.8 ± 0.1a | 0.37 ± 0.0a | 0.8 ± 0.0a |
| Hanaechizen (CG) | 563.0 ± 2.8a | 0.340 ± 0.00a | 15.6 ± 0.3b | 36.1 ± 0.5a | 1658.3 ± 4.9b | 14.4 ± 0.0a | 0.39 ± 0.0a | 0.8 ± 0.0a |
| Koshihikari (Oguni) (wG) | 566.5 ± 2.1a | 0.338 ± 0.01a | 15.8 ± 0.4a | 36.0 ± 0.9a | 1676.2 ± 21.8a | 14.3 ± 0.3a | 0.36 ± 0.0a | 0.8 ± 0.0a |
| Koshihikari (Oguni)(CG) | 566.0 ± 0.0a | 0.337 ± 0.00a | 15.7 ± 0.1a | 36.1 ± 0.2a | 1679.5 ± 7.0a | 14.3 ± 0.1a | 0.37 ± 0.0a | 0.8 ± 0.0a |
| Sasanishiki (wG) | 575.5 ± 0.7a | 0.339 ± 0.00a | 16.1 ± 0.1a | 35.6 ± 0.2a | 1697.8 ± 23.3a | 14.4 ± 0.2a | 0.31 ± 0.0a | 0.7 ± 0.0a |
| Sasanishiki (CG) | 570.5 ± 2.1a | 0.323 ± 0.00b | 15.2 ± 0.1b | 37.4 ± 0.2b | 1766.3 ± 6.6b | 13.7 ± 0.0b | 0.32 ± 0.0a | 0.7 ± 0.0a |
Within each measure (λmax, Aλmax, etc.) in the same column and difference between whole grains and chalky grains in each sample, different letters (a, b, c, etc.) denote statistically significant differences. Abbreviations: AAC, apparent amylose content; λmax, peak wavelength on iodine staining; A λmax, absorbance at λmax; Fb3, proportions of long chains in amylopectin (DP > 37) (%); Fa, proportions of short chains in amylopectin (DP < 12) (%); Values are mean ± standard deviation. WG, Whole grain; CG, Chalky grain.
Pasting properties of whole and chalky rice grains from 7 Japonica rice samples in 2019.
| Maxi.vis. | Mini.vis. | BD | Fin.vis | SB | Pt | Cons | SB/ | Max/ | Max/ | |
|---|---|---|---|---|---|---|---|---|---|---|
| (RVU) | (RVU) | (RVU) | (RVU) | (RVU) | (℃) | (RVU) | Cons | Mini | Fin | |
| Morinokumasan (wG) | 352.4 ± 7.1a | 152.8 ± 2.8a | 199.6 ± 4.4a | 269.9 ± 1.2a | −82.5 ± 6.0a | 66.1 ± 1.0a | 117.1 ± 1.6a | −0.7 ± 0.1a | 2.3 ± 0.0a | 1.3 ± 0.0a |
| Morinokumasan (CG) | 320.9 ± 7.5b | 132.4 ± 1.0b | 188.5 ± 6.5a | 238.4 ± 0.8b | −82.5 ± 6.7a | 66.1 ± 0.1a | 106.0 ± 0.2b | −0.8 ± 0.1a | 2.4 ± 0.0a | 1.3 ± 0.0a |
| Koshihikari (Shibata) (WG) | 395.7 ± 3.1a | 150.2 ± 2.0a | 245.5 ± 1.1a | 266.2 ± 1.9a | −129.5 ± 1.2a | 65.0 ± 0.5a | 116.0 ± 0.1a | −1.1 ± 0.0a | 2.6 ± 0.0a | 1.5 ± 0.0a |
| Koshihikari (Shibata) (CG) | 364.7 ± 1.5b | 144.9 ± 0.5b | 219.8 ± 0.9b | 257.3 ± 0.4b | −107.5 ± 1.1b | 67.1 ± 0.4a | 112.4 ± 0.2a | −1.0 ± 0.0a | 2.5 ± 0.0a | 1.4 ± 0.0a |
| Koshihikari (Tochio) (WG) | 396.5 ± 3.7a | 142.9 ± 0.3a | 253.6 ± 3.4a | 257.5 ± 0.2a | −138.9 ± 3.5a | 64.6 ± 0.1a | 114.7 ± 0.1a | −2.1 ± 0.1a | 2.8 ± 0.0a | 1.5 ± 0.0a |
| Koshihikari (Tochio) (CG) | 393.9 ± 0.8a | 135.7 ± 0.6b | 258.2 ± 0.2a | 244.4 ± 0.5b | −149.5 ± 0.2b | 65.2 ± 0.0a | 108.7 ± 0.1b | −2.3 ± 0.0a | 2.9 ± 0.0a | 1.6 ± 0.0a |
| Koshihikari (Toukamachi) (WG) | 400.7 ± 3.7a | 155.2 ± 4.5a | 245.5 ± 8.2a | 273.6 ± 4.9a | −127.1 ± 8.6a | 65.0 ± 0.1a | 118.5 ± 0.4a | −2.5 ± 0.2a | 2.6 ± 0.1a | 1.5 ± 0.1a |
| Koshihikari (Toukamachi) (CG) | 371.4 ± 0.1b | 146.0 ± 0.2b | 225.5 ± 0.1b | 260.1 ± 0.5b | −111.3 ± 0.4b | 68.0 ± 0.2a | 114.1 ± 0.3a | −1.7 ± 0.0b | 2.5 ± 0.0a | 1.4 ± 0.0a |
| Hanaechizen (wG) | 446.0 ± 1.4a | 176.5 ± 0.9a | 269.5 ± 0.4a | 316.8 ± 0.6a | −129.3 ± 0.7a | 67.5 ± 0.1a | 140.3 ± 0.3a | −0.9 ± 0.0a | 2.5 ± 0.0a | 1.4 ± 0.0a |
| Hanaechizen (CG) | 392.5 ± 0.8b | 162.3 ± 0.4b | 230.3 ± 0.4b | 293.9 ± 1.2b | −98.7 ± 0.5b | 68.5 ± 0.0a | 131.6 ± 0.8b | −0.7 ± 0.0a | 2.4 ± 0.0a | 1.3 ± 0.0a |
| Koshihikari (Oguni) (wG) | 433.3 ± 0.2a | 152.3 ± 1.9a | 281.1 ± 2.1a | 268.1 ± 1.6a | −165.2 ± 1.8a | 66.0 ± 0.2a | 115.9 ± 0.3a | −1.4 ± 0.0a | 2.8 ± 0.0a | 1.6 ± 0.0a |
| Koshihikari (Oguni)(CG) | 420.7 ± 0.5b | 144.8 ± 0.7b | 275.9 ± 0.2a | 259.0 ± 0.7a | −161.7 ± 0.2a | 67.0 ± 0.0a | 114.2 ± 0.0a | −1.4 ± 0.0a | 2.9 ± 0.0a | 1.6 ± 0.0a |
| Sasanishiki (wG) | 382.2 ± 0.2a | 162.1 ± 0.3a | 2201. ± 0.5a | 303.2 ± 0.1a | −79.0 ± 0.1a | 65.0 ± 0.1a | 141.0 ± 0.4a | −0.6 ± 0.0a | 2.4 ± 0.0a | 1.3 ± 0.0a |
| Sasanishiki (CG) | 342.9 ± 0.1b | 151.3 ± 0.4b | 191.6 ± 0.3b | 282.8 ± 0.7b | −60.2 ± 0.6b | 66.4 ± 0.0a | 131.5 ± 0.3b | −0.5 ± 0.0a | 2.3 ± 0.0a | 1.2 ± 0.0a |
Within each measure (Max. vis, Mini. vis, etc.) in the same column and difference between whole grains and chalky grains in each sample, different letters (a, b, c, etc.) denote statistically significant differences. Abbreviation: SB, Setback (Final. Vis-Max. vis); BD, Break-down (Max. vis-Mini. vis); Max. vis, Maximum viscosity; Mini. vis, Minimum viscosity; Pt, Pasting temperature; Cons, Consistency (Fin. vis-Mini. vis); Fin. vis, Final. viscosity. WG, Whole grain; CG, Chalky grain. Values are mean ± standard deviation.
Physical properties of cooked whole and chalky rice grains from 7 Japonica rice samples in 2019.
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| Morinokumasan (wG) | 0.07 ± 0.02a | 1.61 ± 0.3a | −0.01 ± 0.00a | −0.36 ± 0.1a | 3.01 ± 0.5a | 0.09 ± 0.1a | 0.23 ± 0.05a | 0.17 ± 0.1a | 0.08 ± 0.0a |
| Morinokumasan (CG) | 0.07 ± 0.01a | 1.47 ± 0.2b | 0.00 ± 0.00a | −0.33 ± 0.0a | 2.67 ± 0.9a | 0.07 ± 0.0a | 0.23 ± 0.05a | 0.13 ± 0.1a | 0.09 ± 0.0a | |
| Koshihikari (Shibata) (WG) | 0.06 ± 0.01a | 1.59 ± 0.2a | 0.00 ± 0.00a | −0.32 ± 0.1a | 2.78 ± 0.8a | 0.06 ± 0.0a | 0.20 ± 0.05a | 0.13 ± 0.1a | 0.08 ± 0.0a | |
| Koshihikari (Shibata) (CG) | 0.05 ± 0.02b | 1.44 ± 0.2b | 0.00 ± 0.00a | −0.31 ± 0.0a | 2.81 ± 0.8a | 0.10 ± 0.1a | 0.22 ± 0.03a | 0.22 ± 0.2a | 0.10 ± 0.0a | |
| Koshihikari (Tochio) (WG) | 0.06 ± 0.01a | 1.76 ± 0.1a | −0.01 ± 0.00a | −0.30 ± 0.0a | 3.01 ± 0.5a | 0.17 ± 0.1a | 0.17 ± 0.03a | 0.32 ± 0.2a | 0.10 ± 0.0a | |
| Koshihikari (Tochio) (CG) | 0.04 ± 0.02b | 1.65 ± 0.1b | −0.01 ± 0.00a | −0.32 ± 0.0a | 3.05 ± 0.3a | 0.22 ± 0.1a | 0.20 ± 0.03a | 0.44 ± 0.1b | 0.13 ± 0.0a | |
| Koshihikari (Toukamachi) (WG) | 0.07 ± 0.01a | 1.57 ± 0.2a | 0.00 ± 0.00a | −0.30 ± 0.1a | 2.72 ± 0.7a | 0.06 ± 0.0a | 0.19 ± 0.07a | 0.11 ± 0.1a | 0.07 ± 0.0a | |
| Koshihikari (Toukamachi) (CG) | 0.05 ± 0.02b | 1.41 ± 0.2b | 0.00 ± 0.00a | −0.30 ± 0.1a | 2.68 ± 0.9a | 0.09 ± 0.1a | 0.22 ± 0.04a | 0.21 ± 0.1a | 0.09 ± 0.0a | |
| Hanaechizen (wG) | 0.07 ± 0.01a | 1.81 ± 0.2a | −0.01 ± 0.00a | −0.35 ± 0.1a | 2.82 ± 0.8a | 0.10 ± 0.0a | 0.20 ± 0.03a | 0.17 ± 0.1a | 0.07 ± 0.0a | |
| Hanaechizen (CG) | 0.05 ± 0.02b | 1.54 ± 0.3b | 0.01 ± 0.00b | −0.32 ± 0.1a | 2.71 ± 0.9a | 0.09 ± 0.1b | 0.21 ± 0.04a | 0.18 ± 0.1a | 0.08 ± 0.0a | |
| Koshihikari (Oguni) (wG) | 0.05 ± 0.01a | 1.49 ± 0.2a | −0.01 ± 0.01a | −0.29 ± 0.1a | 2.63 ± 0.9a | 0.14 ± 0.1a | 0.19 ± 0.04a | 0.28 ± 0.2a | 0.11 ± 0.1a | |
| Koshihikari (Oguni)(CG) | 0.04 ± 0.01b | 1.62 ± 0.2b | −0.01 ± 0.00a | −0.31 ± 0.0a | 2.86 ± 0.8a | 0.22 ± 0.1b | 0.19 ± 0.03a | 0.43 ± 0.2b | 0.12 ± 0.0a | |
| Sasanishiki (wG) | 0.06 ± 0.02a | 1.69 ± 0.3a | −0.01 ± 0.01a | −0.33 ± 0.1a | 2.87 ± 0.7a | 0.16 ± 0.1a | 0.20 ± 0.03a | 0.27 ± 0.2a | 0.11 ± 0.0a | |
| Sasanishiki (CG) | 0.04 ± 0.01b | 1.49 ± 0.2b | −0.01 ± 0.00a | −0.30 ± 0.1a | 3.06 ± 0.4a | 0.16 ± 0.1a | 0.20 ± 0.03a | 0.37 ± 0.2b | 0.11 ± 0.0a | |
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| Morinokumasan (wG) | 0.07 ± 0.02a | 1.50 ± 0.2a | −0.01 ± 0.00a | −0.28 ± 0.1a | 2.64 ± 0.9a | 0.08 ± 0.1a | 0.18 ± 0.1a | 0.16 ± 0.1a | 0.08 ± 0.0a |
| Morinokumasan (CG) | 0.09 ± 0.03b | 1.80 ± 0.2a | 0.00 ± 0.00a | −0.31 ± 0.1b | 2.36 ± 1.2a | 0.05 ± 0.0a | 0.18 ± 0.0a | 0.08 ± 0.1a | 0.05 ± 0.0a | |
| Koshihikari(Shibata)(WG) | 0.06 ± 0.04a | 1.57 ± 0.4a | 0.00 ± 0.00a | −0.22 ± 0.1a | 2.20 ± 1.1a | 0.02 ± 0.0a | 0.15 ± 0.1a | 0.06 ± 0.0a | 0.05 ± 0.0a | |
| Koshihikari(Shibata)(CG) | 0.07 ± 0.02a | 1.51 ± 0.3a | 0.00 ± 0.00a | −0.25 ± 0.1b | 2.64 ± 0.9a | 0.04 ± 0.0a | 0.17 ± 0.1a | 0.10 ± 0.1a | 0.06 ± 0.0a | |
| Koshihikari(Tochio)(WG) | 0.11 ± 0.04a | 2.02 ± 0.2a | 0.00 ± 0.00a | −0.21 ± 0.1a | 2.77 ± 0.7a | 0.05 ± 0.0a | 0.11 ± 0.1a | 0.09 ± 0.1a | 0.04 ± 0.0a | |
| Koshihikari(Tochio)(CG) | 0.07 ± 0.04b | 1.75 ± 0.2b | 0.00 ± 0.00a | −0.24 ± 0.1b | 2.12 ± 1.2a | 0.07 ± 0.0a | 0.14 ± 0.1a | 0.11 ± 0.1a | 0.06 ± 0.0a | |
| Koshihikari(Toukamachi)(WG) | 0.09 ± 0.03a | 1.96 ± 0.2a | −0.01 ± 0.00a | −0.34 ± 0.1a | 2.74 ± 0.9a | 0.12 ± 0.1a | 0.18 ± 0.0a | 0.17 ± 0.1a | 0.07 ± 0.0a | |
| Koshihikari(Toukamachi)(CG) | 0.08 ± 0.05a | 1.80 ± 0.4a | −0.01 ± 0.00a | −0.31 ± 0.1b | 2.43 ± 1.0a | 0.12 ± 0.1a | 0.18 ± 0.1a | 0.20 ± 0.2a | 0.10 ± 0.1a | |
| Hanaechizen (wG) | 0.13 ± 0.04a | 2.07 ± 0.2a | −0.01 ± 0.00a | −0.25 ± 0.1a | 2.72 ± 0.9a | 0.05 ± 0.0a | 0.13 ± 0.1a | 0.07 ± 0.1a | 0.04 ± 0.0a | |
| Hanaechizen (CG) | 0.16 ± 0.07b | 2.11 ± 0.3a | 0.00 ± 0.00a | −0.17 ± 0.1b | 2.57 ± 0.9a | 0.03 ± 0.0a | 0.09 ± 0.1a | 0.04 ± 0.0a | 0.03 ± 0.0a | |
| Koshihikari(Oguni) (wG) | 0.10 ± 0.05a | 1.82 ± 0.2a | 0.00 ± 0.00a | −0.24 ± 0.1a | 2.80 ± 0.9a | 0.06 ± 0.0a | 0.14 ± 0.1a | 0.11 ± 0.1a | 0.05 ± 0.a | |
| Koshihikari(Oguni)(CG) | 0.12 ± 0.07a | 1.97 ± 0.3a | 0.00 ± 0.00a | −0.14 ± 0.1b | 1.85 ± 1.1b | 0.05 ± 0.0a | 0.08 ± 0.1b | 0.063 ± 0.1a | 0.04 ± 0.0a | |
| Sasanishiki (wG) | 0.10 ± 0.05a | 1.86 ± 0.sa | 0.00 ± 0.00a | −0.26 ± 0.1a | 2.73 ± 0.87a | 0.06 ± 0.1a | 0.15 ± 0.1a | 0.12 ± 0.1a | 0.05 ± 0.0a | |
| Sasanishiki (CG) | 0.08 ± 0.03a | 1.84 ± 0.2a | −0.01 ± 0.00a | −0.27 ± 0.1a | 2.90 ± 0.6a | 0.06 ± 0.1a | 0.15 ± 0.1a | 0.13 ± 0.1a | 0.05 ± 0.0a |
(A) shows the data for the whole grains, and (B) shows those for the chalky grains. Within each measure (H1, H2, etc.) in the same column and whole grains and chalky grains in each sample, different letters (a, b, c, etc.) denote statistically significant differences. H1; the hardness of the surface layer, H2; hardness of the overall layer, S1; the stickiness of the surface layer, S2; the stickiness of the overall layer, L3; the adhesion of the surface layer, Balance H1 (=S1/H1); the ratio of stickiness to hardness of surface layer, Balance H2 (=S2/H2); the ratio of stickiness to hardness of the overall layer, Balance A1 (=A3/A1); the ratio of adhesive work to hardness work of the surface layer, Balance A2 (=A6/A4); the ratio of adhesive work to hardness work of overall layer. SD; standard deviation. WG, Whole grain; CG, Chalky grain. Values are mean ± standard deviation.
Starch-hydrolyzing enzyme activities, sugar contents and resistant starch contents of whole and chalky rice grains from 7 Japonica rice samples in 2019.
| α-Amylase | β-Amylase | D-Glucose | Sucrose | RS | |
|---|---|---|---|---|---|
| (Ug−1) | (Ug−1) | (%) | (%) | (%) | |
| Morinokumasan (wG) | 0.012 ± 0.00a | 0.025 ± 0.00a | 0.077 ± 0.00a | 0.325 ± 0.01a | 0.26 ± 0.00a |
| Morinokumasan (CG) | 0.022 ± 0.00b | 0.036 ± 0.00b | 0.089 ± 0.00b | 0.432 ± 0.02b | 0.28 ± 0.00a |
| Koshihikari (Shibata) (WG) | 0.008 ± 0.00a | 0.021 ± 0.00a | 0.060 ± 0.00a | 0.276 ± 0.01a | 0.37 ± 0.00a |
| Koshihikari (Shibata) (CG) | 0.011 ± 0.00b | 0.035 ± 0.00b | 0.076 ± 0.00b | 0.368 ± 0.02b | 0.29 ± 0.02b |
| Koshihikari (Tochio) (WG) | 0.008 ± 0.00a | 0.018 ± 0.00a | 0.078 ± 0.00a | 0.294 ± 0.01a | 0.33 ± 0.01a |
| Koshihikari (Tochio) (CG) | 0.011 ± 0.00b | 0.020 ± 0.00a | 0.087 ± 0.00b | 0.348 ± 0.02b | 0.34 ± 0.01a |
| Koshihikari (Toukamachi) (WG) | 0.011 ± 0.00a | 0.016 ± 0.00a | 0.061 ± 0.00a | 0.279 ± 0.02a | 0.27 ± 0.01a |
| Koshihikari (Toukamachi) (CG) | 0.016 ± 0.00b | 0.027 ± 0.00b | 0.076 ± 0.00b | 0.351 ± 0.02b | 0.32 ± 0.01b |
| Hanaechizen (wG) | 0.012 ± 0.00a | 0.018 ± 0.00a | 0.065 ± 0.00a | 0.310 ± 0.01a | 0.49 ± 0.02a |
| Hanaechizen (CG) | 0.025 ± 0.00b | 0.029 ± 0.00b | 0.086 ± 0.00b | 0.422 ± 0.01b | 0.54 ± 0.01b |
| Koshihikari (Oguni) (wG) | 0.013 ± 0.00a | 0.025 ± 0.00a | 0.068 ± 0.00a | 0.302 ± 0.01a | 0.43 ± 0.01a |
| Koshihikari (Oguni)(CG) | 0.015 ± 0.00b | 0.033 ± 0.00b | 0.084 ± 0.00b | 0.411 ± 0.01b | 0.38 ± 0.01a |
| Sasanishiki (wG) | 0.010 ± 0.00a | 0.026 ± 0.00a | 0.056 ± 0.00a | 0.286 ± 0.01a | 0.46 ± 0.01a |
| Sasanishiki (CG) | 0.023 ± 0.00b | 0.037 ± 0.00b | 0.084 ± 0.00b | 0.384 ± 0.01b | 0.48 ± 0.01a |
Within each measure (α-amylase, β-amylase, etc.) in the same column and difference between whole grains and chalky grains in each sample, different letters (a, b, c, etc.) denote statistically significant differences. Values are mean ± standard deviation. WG, Whole grain; CG, Chalky grain.
Figure 3SDS-PAGE analysis of proteins extracted from whole and chalky rice grains of Japonica rice samples in a high temperature environment; 1, Koshihikari (Toukamachi) whole grain; 2, Koshihikari (Toukamachi) Chalky grain; 3, Koshihikari (Shibata) Whole grain; 4, Koshihikari (Shibata) Chalky grain; 5, Koshihikari (Tochio) Whole grain; 6, Koshihikari (Tochio) Chalky grain; 7, Morinokumasan (Whole grain); 8, Morinokumasan (Chalky grain); 9, Hanaechiden (Whole grain); 10, Hanaechzen (Chalky grain); 11, Koshihikari (Oguni) Whole grain; 12, Koshihikari (Oguni) Chalky grain; 13, Sasanishiki (Whole grain); 14, Sasanishiki (Chalky grain). SDS-PAGE; Sodium dodecyl sulfate polyacrylamide gel electrophoresis; Chalky rice grains is in circled numbers; a; Gluterin precursor, b; Glutelin α-subunit, c; α-Globulin, d; Glutelin β-subunit, e; f; g; Prolamin.
Correlation between whole and chalky rice grains with the results of physical parameters of cooked rice, iodine analysis, pasting properties, RS content, α-and β-amylase activities, sugar contents and prolamin ratio of 7 rice samples.
| λmax | Aλmax | AAC | Fb3/Fa | H1 | H2 | S2/H2 | H1(R) | H2(R) | H1(RD) | H2(RD) | Maxi.vis. | Mini.vis. | Fin.vis | Pt | SB/Cons | α-Amylase | β-Amylase | D-Glucose | Sucrose | 13kDaPlolamin | RS | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| λmax | 1.00 | |||||||||||||||||||||
| Aλmax | −0.35 | 1.00 | ||||||||||||||||||||
| AAC | −0.23 | 0.99 ** | 1.00 | |||||||||||||||||||
| Fb3/Fa | −0.44 | 0.99 ** | 0.97 ** | 1.00 | ||||||||||||||||||
| H 1 | 0.24 | −0.06 | −0.05 | −0.08 | 1.00 | |||||||||||||||||
| H 2 | 0.30 | 0.41 | 0.47 | 0.38 | 0.44 | 1.00 | ||||||||||||||||
| S2/H2 | −0.39 | −0.45 | −0.52 | −0.40 | 0.06 | −0.61 * | 1.00 | |||||||||||||||
| H 1(R) | −0.43 | 0.69 ** | 0.64* | 0.72 ** | 0.14 | 0.36 | −0.28 | 1.00 | ||||||||||||||
| (H2) R | −0.27 | 0.67 ** | 0.65* | 0.68 ** | 0.07 | 0.43 | −0.53 | 0.84 ** | 1.00 | |||||||||||||
| H1(RD) | −0.53 | 0.64 * | 0.59* | 0.68 ** | −0.46 | 0.05 | −0.27 | 0.81 ** | 0.70 ** | 1.00 | ||||||||||||
| H2(RD) | −0.50 | 0.37 | 0.30 | 0.41 | −0.27 | −0.33 | −0.07 | 0.59 * | 0.71 ** | 0.69 ** | 1.00 | |||||||||||
| Maxi.vis | −0.05 | 0.61 * | 0.62 * | 0.62 * | 0.09 | 0.52 | −0.64 * | 0.48 | 0.46 | 0.35 | 0.06 | 1.00 | ||||||||||
| Mini.vis | −0.12 | 0.68 ** | 0.68 ** | 0.67 ** | 0.44 | 0.42 | −0.16 | 0.52 | 0.42 | 0.19 | 0.11 | 0.51 | 1.00 | |||||||||
| Fin.vis | −0.07 | 0.72 ** | 0.74 ** | 0.70 ** | 0.37 | 0.43 | −0.19 | 0.53 * | 0.46 | 0.23 | 0.14 | 0.40 | 0.97 ** | 1.00 | ||||||||
| Pt | −0.79 ** | 0.27 | 0.17 | 0.33 | −0.30 | −0.36 | 0.46 | 0.42 | 0.24 | 0.55 * | 0.53 * | 0.03 | 0.29 | 0.26 | 1.00 | |||||||
| SB/Cons | −0.30 | 0.20 | 0.18 | 0.21 | 0.15 | −0.14 | 0.51 | 0.16 | −0.17 | 0.07 | −0.06 | −0.37 | 0.34 | 0.43 | −0.15 | 1.00 | ||||||
| α-Amylase | −061 * | 0.16 | 0.10 | 0.22 | −0.32 | −0.50 | 0.41 | 0.38 | 0.31 | 0.54 * | 0.71 ** | −0.42 | −0.05 | 0.03 | −0.28 | 0.46 | 1.00 | |||||
| β-Amylase | −0.50 | −0.06 | −0.12 | −0.02 | −0.46 | −0.63 * | 0.55 * | −0.06 | −0.23 | 0.24 | 0.24 | −0.58 * | −0.31 | −0.21 | 0.01 | 0.63* | 0.70 ** | 1.00 | ||||
| D-Glucose | −0.53* | −0.15 | −0.21 | −0.09 | −0.56 * | −0.29 | 0.29 | 0.07 | 0.08 | 0.41 | 0.31 | −0.43 | −0.57 * | −0.51 | 0.27 | 0.05 | 0.64 * | 0.55 * | 1.00 | |||
| Sucrose | −0.69 ** | −0.02 | −0.10 | 0.05 | −0.47 | −0.44 | 0.48 | 0.25 | 0.13 | 0.53 | 0.48 | −0.43 | −0.35 | −0.28 | 0.02 | 0.35 | 0.83 ** | 0.79 ** | 0.85 ** | 1.00 | ||
| 13-kDa Plolamin | 0.61 * | −0.76 ** | −0.72 ** | −0.80** | 0.23 | −0.16 | −0.03 | −0.66 * | −0.49 | −0.73 ** | −0.38 | −041 | −0.51 * | −0.59 * | 0.62 * | −0.34 | −0.44 | −0.18 | −0.20 | −0.40 | 1.00 | |
| RS | −0.21 | 0.80 ** | 0.81 ** | 0.80 ** | −0.12 | 0.24 | −0.30 | 0.69 ** | 0.55 * | 0.66 * | 0.39 | 0.40 | 0.64 * | 0.74 ** | −072 ** | 0.44 | 0.38 | 0.09 | -0.09 | 0.10 | −0.74 ** | 1.00 |
Correlation is significant at 5% (*) or 1% (**) by the method of t-test. H1(R); retrogradation of the hardness of surface layer, H2(R); retrogradation of the hardness of overall layer, H2(R.D); retrogradation degree of the hardness of overall layer, S2(R.D); retrogradation degree of the stickiness of the overall layer, Aλmax; absorbance at the peak wavelength (λmax). Retrogradation degree of hardness H1(RD) and H2(RD) showed positive correlation with AAC, λmax, Aλmax, Fb3/Fa ratios and α-amylase. As a result, the retrogradation degree of hardness H1 and H2(RD) showed a positive correlation with super-long chain (SLC) contents of amylopectin.
Figure 4The estimation formula for the H1 (RD) of cooked rice grains based on the pasting properties using RVA and α- amylase activities; (A) Estimation formula: The following formula for estimating the H1(RD) was obtained using whole rice grains from 7 Japonica rice samples and those chalky rice grains. (1, Morinokumasan (whole grains); 2, Morinokumasan (chalky grains); 3, Koshihikari (Shibata) (whole grains); 4, Koshihikari (Shibata) (chalky grains); 5, Koshihikari (Tochio) (whole grains); 6, Koshihikari (Tochio) (chalky grains); 7, Koshihikari (Toukamachi) (whole grains); 8, Koshihikari (Toukamachi) (chalky grains); 9, Hanaechizen (whole grains); 10, Hanaechizen (chalky grains); 11, Koshihikari (Oguni) (whole grains); 12, Koshihikari (Oguni) (chalky grains); 13, Sasanishiki (whole grains); 14, Sasanishiki (chalky grains); (B) Examination estimation formula with unknown samples: The formula for validation test using 15 unknown samples (1, Tsuyahime (Shimane); 2, Sagabiyori (Saga); 3, Oidemai (Kagawa); 4, Hatsushimo (Gifu); 5, Akihonami (Kagoshima); 6, Nikomaru (Kouchi);7, Hitomebore (Miyagi); 8, Yukiwakamaru (Yamagata); 9, Akitakomachi (Akita); 10, Seitennohekireki (Aomori); 11, Koshihikari (Hyogo); 12, Koshihikari (Nagano); 13, Tsuyahime (Yamagata); 14, Koshihikari (Niigata; Muikamachi); 15, Koshihikari (Niigata; Sado); H1(RD); retrogradation ratio of surface layer hardness; The formula developed to estimate the H1(RD) based on the Japonica rice samples in a high temperature environment based on the α-amylase activities and pasting properties, of which the correlation coefficient was 0.84 for calibration, and 0.81 for validation test.