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Os07g0613500 |
blastp(Os)/ blastp(At)/ coex/// RAP/ RiceXPro/ SALAD/ ATTED-II |
Description : Similar to Protein kinase APK1B, chloroplast precursor (EC 2.7.1.-).
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log2(Expression) ~ Norm(μ, σ2)
μ = α + β1D + β2C + β3E + β4D*C + β5D*E + γ1N8
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Dependence on each variable
Residual plot
Process of the parameter reduction
(fixed parameters. wheather = temperature,
response mode = > th, dose dependency = dose dependent, type of G = no)
deviance | σ | α | β1 | β2 | β3 | β4 | β5 | γ1 | peak time of C | threshold | memory length | peak or start time of G | open length of G |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
69.35 | 0.391 | 12.6 | 0.121 | 1.36 | 0.926 | 1.22 | -5.37 | -0.256 | 8.99 | 26.7 | 10 | -- | -- |
76.26 | 0.41 | 12.5 | 0.571 | 1.38 | 0.485 | 1.04 | -- | -0.166 | 8.97 | 26.25 | 19 | -- | -- |
74.25 | 0.404 | 12.6 | 0.209 | 1.36 | 0.925 | -- | -4.88 | -0.244 | 8.85 | 26.7 | 10 | -- | -- |
79.95 | 0.419 | 12.5 | 0.605 | 1.38 | 0.509 | -- | -- | -0.167 | 8.91 | 26.18 | 9 | -- | -- |
178.98 | 0.626 | 12.7 | 0.0663 | -- | 1.17 | -- | -6.49 | -0.264 | -- | 26.7 | 10 | -- | -- |
79.66 | 0.418 | 12.5 | 0.636 | 1.4 | -- | 1.04 | -- | -0.15 | 9.41 | -- | -- | -- | -- |
83.61 | 0.428 | 12.5 | 0.673 | 1.4 | -- | -- | -- | -0.15 | 9.36 | -- | -- | -- | -- |
188.64 | 0.642 | 12.6 | 0.585 | -- | 0.642 | -- | -- | -0.17 | -- | 25.7 | 4 | -- | -- |
89.24 | 0.44 | 12.6 | -- | 1.39 | 0.638 | -- | -- | -0.246 | 8.69 | 25.7 | 12 | -- | -- |
197.55 | 0.657 | 12.6 | 0.666 | -- | -- | -- | -- | -0.144 | -- | -- | -- | -- | -- |
95.56 | 0.457 | 12.6 | -- | 1.4 | -- | -- | -- | -0.225 | 9.32 | -- | -- | -- | -- |
197.25 | 0.654 | 12.6 | -- | -- | 0.728 | -- | -- | -0.239 | -- | 25.7 | 2 | -- | -- |
209.25 | 0.675 | 12.6 | -- | -- | -- | -- | -- | -0.218 | -- | -- | -- | -- | -- |
Results of the grid search
Summarized heatmap of deviance![]() |
Histogram![]() ![]() |
Local optima within top1000 grid-points
rank | deviance | wheather | threshold | memory length | response mode | dose dependency | type of G | peak or start time of G | open length of G |
---|---|---|---|---|---|---|---|---|---|
1 | 64.13 | temperature | 20.0 | 720 | > th | dose dependent | rect. | 3 | 4 |
22 | 67.44 | temperature | 20.0 | 720 | > th | dose independent | rect. | 4 | 2 |
31 | 68.14 | temperature | 25.0 | 270 | < th | dose independent | rect. | 5 | 9 |
34 | 68.24 | temperature | 20.0 | 30 | > th | dose independent | rect. | 18 | 18 |
47 | 68.75 | wind | 3.0 | 14400 | < th | dose independent | rect. | 2 | 2 |
48 | 68.76 | temperature | 25.0 | 270 | < th | dose independent | sin | 3 | NA |
50 | 68.86 | temperature | 25.0 | 270 | > th | dose dependent | rect. | 1 | 13 |
51 | 68.87 | temperature | 25.0 | 270 | > th | dose dependent | rect. | 3 | 11 |
54 | 68.88 | temperature | 25.0 | 270 | > th | dose dependent | sin | 5 | NA |
56 | 68.89 | temperature | 25.0 | 270 | > th | dose dependent | rect. | 6 | 8 |
66 | 69.00 | temperature | 25.0 | 270 | < th | dose independent | rect. | 6 | 5 |
80 | 69.21 | wind | 3.0 | 14400 | > th | dose independent | rect. | 2 | 2 |
84 | 69.28 | temperature | 25.0 | 10 | < th | dose dependent | rect. | 17 | 14 |
105 | 69.36 | temperature | 30.0 | 90 | < th | dose dependent | rect. | 21 | 10 |
111 | 69.40 | temperature | 20.0 | 30 | > th | dose independent | rect. | 18 | 10 |
115 | 69.45 | temperature | 20.0 | 720 | < th | dose independent | rect. | 4 | 2 |
136 | 69.63 | atmosphere | 1005.0 | 30 | > th | dose dependent | rect. | 18 | 5 |
138 | 69.65 | temperature | 20.0 | 270 | > th | dose independent | rect. | 15 | 11 |
139 | 69.65 | temperature | 20.0 | 90 | < th | dose independent | rect. | 19 | 11 |
140 | 69.65 | temperature | 20.0 | 90 | < th | dose independent | rect. | 17 | 13 |
147 | 69.69 | temperature | 30.0 | 10 | < th | dose dependent | rect. | 21 | 10 |
160 | 69.77 | temperature | 25.0 | 90 | < th | dose dependent | rect. | 19 | 11 |
190 | 69.92 | wind | 5.0 | 14400 | < th | dose dependent | rect. | 1 | 3 |
259 | 70.15 | temperature | 25.0 | 10 | > th | dose dependent | rect. | 4 | 14 |
289 | 70.19 | temperature | 25.0 | 270 | > th | dose dependent | rect. | 10 | 1 |
292 | 70.19 | temperature | 25.0 | 10 | > th | dose dependent | rect. | 12 | 23 |
296 | 70.20 | temperature | 25.0 | 10 | > th | dose dependent | rect. | 23 | 19 |
301 | 70.21 | temperature | 25.0 | 10 | > th | dose dependent | rect. | 6 | 12 |
308 | 70.23 | humidity | 80.0 | 1440 | < th | dose independent | rect. | 11 | 1 |
317 | 70.25 | temperature | 30.0 | 30 | < th | dose dependent | rect. | 23 | 8 |
322 | 70.26 | temperature | 20.0 | 90 | < th | dose independent | sin | 12 | NA |
390 | 70.38 | temperature | 25.0 | 10 | < th | dose dependent | sin | 12 | NA |
427 | 70.43 | temperature | 25.0 | 90 | < th | dose dependent | sin | 12 | NA |
446 | 70.47 | humidity | 80.0 | 1440 | > th | dose independent | rect. | 11 | 1 |
453 | 70.48 | wind | 3.0 | 14400 | < th | dose independent | sin | 9 | NA |
473 | 70.51 | humidity | 90.0 | 720 | < th | dose dependent | rect. | 12 | 1 |
495 | 70.55 | wind | 3.0 | 14400 | > th | dose independent | sin | 9 | NA |
516 | 70.58 | temperature | 25.0 | 720 | < th | dose dependent | rect. | 2 | 5 |
546 | 70.64 | humidity | 80.0 | 14400 | < th | dose independent | rect. | 5 | 1 |
565 | 70.67 | temperature | 20.0 | 30 | > th | dose independent | rect. | 18 | 16 |
575 | 70.69 | temperature | 20.0 | 10 | < th | dose independent | sin | 10 | NA |
582 | 70.70 | humidity | 80.0 | 14400 | > th | dose independent | rect. | 2 | 1 |
595 | 70.72 | humidity | 80.0 | 14400 | < th | dose independent | rect. | 2 | 1 |
621 | 70.77 | wind | 1.0 | 14400 | > th | dose dependent | rect. | 1 | 3 |
626 | 70.78 | humidity | 80.0 | 14400 | < th | dose independent | rect. | 2 | 4 |
633 | 70.79 | humidity | 80.0 | 14400 | > th | dose independent | rect. | 4 | 1 |
648 | 70.81 | precipitation | 0.1 | 14400 | > th | dose independent | rect. | 17 | 1 |
653 | 70.82 | humidity | 80.0 | 14400 | > th | dose independent | rect. | 2 | 3 |
659 | 70.82 | atmosphere | 1005.0 | 270 | > th | dose dependent | rect. | 18 | 1 |
668 | 70.83 | temperature | 30.0 | 720 | < th | dose dependent | rect. | 24 | 8 |
706 | 70.88 | humidity | 90.0 | 14400 | < th | dose dependent | rect. | 3 | 3 |
734 | 70.92 | precipitation | 0.1 | 1440 | > th | dose dependent | rect. | 5 | 3 |
739 | 70.93 | precipitation | 0.1 | 1440 | > th | dose independent | rect. | 5 | 3 |
742 | 70.93 | temperature | 25.0 | 10 | > th | dose dependent | sin | 0 | NA |
743 | 70.93 | humidity | 70.0 | 1440 | > th | dose dependent | rect. | 8 | 3 |
758 | 70.95 | precipitation | 0.1 | 14400 | < th | dose independent | rect. | 17 | 1 |
766 | 70.95 | precipitation | 0.1 | 14400 | < th | dose dependent | rect. | 17 | 1 |
790 | 70.98 | temperature | 20.0 | 30 | > th | dose independent | rect. | 15 | 21 |
793 | 70.99 | temperature | 25.0 | 270 | < th | dose independent | rect. | 9 | 1 |
797 | 70.99 | temperature | 25.0 | 270 | > th | dose independent | rect. | 6 | 9 |
802 | 70.99 | precipitation | 0.1 | 4320 | > th | dose dependent | rect. | 16 | 1 |
819 | 71.00 | precipitation | 0.1 | 4320 | > th | dose dependent | rect. | 14 | 3 |
830 | 71.01 | precipitation | 0.1 | 1440 | > th | dose dependent | rect. | 5 | 8 |
876 | 71.06 | radiation | 1.0 | 1440 | < th | dose dependent | rect. | 7 | 9 |
879 | 71.07 | temperature | 25.0 | 270 | > th | dose independent | rect. | 4 | 11 |
899 | 71.08 | wind | 5.0 | 14400 | < th | dose dependent | rect. | 20 | 10 |
917 | 71.10 | temperature | 20.0 | 10 | > th | dose independent | rect. | 20 | 16 |
936 | 71.12 | precipitation | 0.1 | 1440 | > th | dose independent | rect. | 5 | 8 |
960 | 71.14 | precipitation | 0.1 | 1440 | > th | dose dependent | rect. | 5 | 6 |