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Os07g0534200 |
blastp(Os)/ blastp(At)/ coex/// RAP/ RiceXPro/ SALAD/ ATTED-II |
Description : Conserved hypothetical protein.
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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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
135.43 | 0.547 | 7.68 | -1.64 | 2.29 | -1.3 | 0.921 | -2.42 | -0.0972 | 20.9 | 26.03 | 290 | -- | -- |
143.63 | 0.558 | 7.7 | -1.9 | 2.29 | -1.01 | 1.22 | -- | -0.145 | 20.8 | 27.07 | 337 | -- | -- |
137.94 | 0.547 | 7.67 | -1.64 | 2.27 | -1.28 | -- | -2.54 | -0.0834 | 20.9 | 26.23 | 330 | -- | -- |
145.69 | 0.562 | 7.72 | -2.1 | 2.28 | -1.19 | -- | -- | -0.2 | 21 | 27.6 | 268 | -- | -- |
358.49 | 0.882 | 7.7 | -2.29 | -- | -2.6 | -- | -0.614 | -0.419 | -- | 29.9 | 627 | -- | -- |
162.08 | 0.597 | 7.67 | -1.76 | 2.41 | -- | 1.05 | -- | 0.0637 | 20.5 | -- | -- | -- | -- |
165.6 | 0.603 | 7.67 | -1.79 | 2.41 | -- | -- | -- | 0.0638 | 20.5 | -- | -- | -- | -- |
360.37 | 0.884 | 7.73 | -2.53 | -- | -2.8 | -- | -- | -0.493 | -- | 30.1 | 624 | -- | -- |
250.09 | 0.741 | 7.62 | -- | 2.41 | -0.0275 | -- | -- | 0.26 | 20.5 | 37.96 | 6 | -- | -- |
490.47 | 1.03 | 7.6 | -1.8 | -- | -- | -- | -- | 0.0411 | -- | -- | -- | -- | -- |
250.1 | 0.74 | 7.62 | -- | 2.41 | -- | -- | -- | 0.263 | 20.5 | -- | -- | -- | -- |
512.22 | 1.05 | 7.62 | -- | -- | -1.89 | -- | -- | -0.0429 | -- | 31.04 | 603 | -- | -- |
575.94 | 1.12 | 7.56 | -- | -- | -- | -- | -- | 0.241 | -- | -- | -- | -- | -- |
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 | 126.29 | temperature | 15.0 | 270 | > th | dose dependent | rect. | 22 | 13 |
10 | 128.08 | temperature | 10.0 | 90 | > th | dose dependent | rect. | 7 | 22 |
15 | 129.15 | temperature | 30.0 | 270 | < th | dose dependent | rect. | 2 | 9 |
25 | 130.01 | temperature | 20.0 | 270 | > th | dose dependent | sin | 8 | NA |
31 | 130.39 | temperature | 30.0 | 90 | < th | dose dependent | rect. | 5 | 8 |
46 | 131.77 | temperature | 25.0 | 270 | < th | dose dependent | rect. | 2 | 20 |
48 | 131.90 | temperature | 30.0 | 270 | < th | dose dependent | sin | 6 | NA |
49 | 132.02 | atmosphere | 1000.0 | 90 | > th | dose dependent | rect. | 5 | 3 |
76 | 133.01 | atmosphere | 1015.0 | 90 | < th | dose independent | rect. | 7 | 22 |
109 | 134.05 | wind | 1.0 | 90 | > th | dose independent | rect. | 5 | 2 |
110 | 134.11 | atmosphere | 1000.0 | 90 | > th | dose independent | rect. | 5 | 2 |
113 | 134.19 | radiation | 1.0 | 90 | > th | dose independent | rect. | 4 | 3 |
131 | 134.50 | temperature | 30.0 | 90 | < th | dose dependent | rect. | 5 | 4 |
150 | 135.09 | wind | 9.0 | 90 | < th | dose independent | rect. | 7 | 22 |
151 | 135.11 | wind | 5.0 | 90 | < th | dose independent | rect. | 5 | 2 |
155 | 135.23 | humidity | 50.0 | 10 | > th | dose independent | rect. | 7 | 23 |
163 | 135.31 | temperature | 25.0 | 270 | < th | dose independent | rect. | 3 | 18 |
177 | 135.46 | precipitation | 0.1 | 90 | < th | dose independent | rect. | 5 | 2 |
178 | 135.46 | precipitation | 0.1 | 90 | < th | dose dependent | rect. | 5 | 2 |
179 | 135.46 | temperature | 15.0 | 90 | > th | dose dependent | rect. | 22 | 7 |
182 | 135.54 | temperature | 30.0 | 90 | < th | dose dependent | rect. | 5 | 2 |
190 | 135.58 | temperature | 10.0 | 90 | > th | dose independent | rect. | 5 | 2 |
192 | 135.58 | temperature | 30.0 | 90 | < th | dose independent | rect. | 5 | 2 |
193 | 135.58 | humidity | 50.0 | 90 | > th | dose independent | rect. | 5 | 2 |
196 | 135.58 | atmosphere | 1015.0 | 90 | < th | dose independent | rect. | 5 | 2 |
197 | 135.58 | radiation | 40.0 | 90 | < th | dose independent | rect. | 5 | 2 |
198 | 135.58 | temperature | 10.0 | 90 | > th | dose independent | rect. | 7 | 22 |
230 | 136.03 | atmosphere | 1000.0 | 30 | > th | dose independent | rect. | 7 | 23 |
247 | 136.21 | temperature | 30.0 | 10 | < th | dose dependent | rect. | 6 | 1 |
269 | 136.39 | atmosphere | 1000.0 | 90 | > th | dose independent | rect. | 5 | 18 |
275 | 136.42 | temperature | 25.0 | 270 | < th | dose dependent | rect. | 14 | 23 |
300 | 136.54 | wind | 9.0 | 90 | < th | dose dependent | rect. | 5 | 2 |
302 | 136.55 | temperature | 25.0 | 270 | < th | dose dependent | no | NA | NA |
314 | 136.64 | temperature | 25.0 | 270 | < th | dose independent | rect. | 3 | 8 |
356 | 137.07 | radiation | 40.0 | 90 | < th | dose dependent | rect. | 5 | 2 |
362 | 137.13 | temperature | 25.0 | 270 | < th | dose dependent | rect. | 23 | 14 |
408 | 137.57 | radiation | 40.0 | 1440 | < th | dose independent | rect. | 7 | 1 |
424 | 137.68 | temperature | 25.0 | 270 | < th | dose dependent | rect. | 8 | 23 |
437 | 137.79 | humidity | 50.0 | 90 | > th | dose independent | rect. | 7 | 22 |
485 | 138.15 | precipitation | 0.1 | 90 | < th | dose independent | rect. | 7 | 22 |
488 | 138.15 | precipitation | 0.1 | 90 | < th | dose dependent | rect. | 7 | 22 |
494 | 138.18 | humidity | 90.0 | 90 | < th | dose independent | rect. | 4 | 3 |
509 | 138.25 | humidity | 50.0 | 90 | > th | dose dependent | rect. | 5 | 2 |
511 | 138.25 | humidity | 50.0 | 90 | > th | dose dependent | rect. | 7 | 22 |
530 | 138.42 | atmosphere | 1015.0 | 10 | < th | dose independent | rect. | 7 | 23 |
549 | 138.49 | humidity | 80.0 | 10 | > th | dose dependent | rect. | 6 | 1 |
552 | 138.52 | temperature | 10.0 | 90 | > th | dose dependent | rect. | 5 | 2 |
582 | 138.65 | radiation | 20.0 | 10 | < th | dose dependent | rect. | 6 | 1 |
589 | 138.70 | temperature | 20.0 | 90 | > th | dose independent | rect. | 22 | 7 |
597 | 138.80 | humidity | 90.0 | 10 | < th | dose independent | rect. | 5 | 3 |
600 | 138.82 | atmosphere | 995.0 | 90 | > th | dose dependent | rect. | 5 | 17 |
602 | 138.83 | atmosphere | 1015.0 | 90 | < th | dose dependent | rect. | 7 | 22 |
611 | 138.91 | wind | 9.0 | 10 | < th | dose independent | rect. | 7 | 23 |
631 | 139.02 | temperature | 25.0 | 90 | < th | dose independent | rect. | 5 | 7 |
632 | 139.02 | atmosphere | 1015.0 | 90 | < th | dose independent | rect. | 21 | 8 |
637 | 139.03 | wind | 5.0 | 10 | < th | dose dependent | rect. | 6 | 1 |
645 | 139.08 | radiation | 1.0 | 90 | < th | dose dependent | rect. | 21 | 22 |
646 | 139.09 | radiation | 1.0 | 90 | < th | dose independent | sin | 10 | NA |
652 | 139.12 | radiation | 1.0 | 90 | > th | dose independent | sin | 10 | NA |
654 | 139.12 | radiation | 10.0 | 1440 | < th | dose dependent | rect. | 16 | 14 |
662 | 139.15 | radiation | 1.0 | 90 | > th | dose dependent | rect. | 4 | 3 |
691 | 139.24 | radiation | 10.0 | 1440 | < th | dose dependent | rect. | 16 | 2 |
694 | 139.25 | radiation | 1.0 | 90 | < th | dose dependent | sin | 9 | NA |
713 | 139.36 | radiation | 10.0 | 1440 | < th | dose dependent | rect. | 16 | 8 |
717 | 139.37 | radiation | 10.0 | 1440 | < th | dose dependent | rect. | 16 | 4 |
765 | 139.57 | atmosphere | 1005.0 | 10 | > th | dose independent | rect. | 6 | 2 |
780 | 139.63 | temperature | 15.0 | 270 | > th | dose dependent | rect. | 22 | 4 |
786 | 139.66 | wind | 5.0 | 10 | < th | dose independent | rect. | 6 | 1 |
789 | 139.66 | temperature | 10.0 | 10 | > th | dose independent | rect. | 6 | 1 |
791 | 139.66 | temperature | 30.0 | 10 | < th | dose independent | rect. | 6 | 1 |
792 | 139.66 | humidity | 50.0 | 10 | > th | dose independent | rect. | 6 | 1 |
796 | 139.66 | atmosphere | 1015.0 | 10 | < th | dose independent | rect. | 6 | 1 |
797 | 139.66 | radiation | 20.0 | 10 | < th | dose independent | rect. | 6 | 1 |
800 | 139.66 | precipitation | 0.1 | 10 | < th | dose independent | rect. | 6 | 1 |
801 | 139.66 | temperature | 10.0 | 10 | > th | dose independent | rect. | 7 | 23 |
802 | 139.66 | precipitation | 0.1 | 10 | < th | dose dependent | rect. | 6 | 1 |
848 | 139.83 | radiation | 1.0 | 10 | > th | dose independent | rect. | 6 | 1 |
885 | 140.05 | wind | 1.0 | 10 | > th | dose independent | rect. | 6 | 1 |
931 | 140.24 | wind | 1.0 | 14400 | < th | dose dependent | rect. | 10 | 3 |
967 | 140.41 | wind | 9.0 | 1440 | < th | dose independent | rect. | 6 | 3 |
968 | 140.41 | temperature | 10.0 | 1440 | > th | dose independent | rect. | 6 | 3 |
971 | 140.41 | humidity | 50.0 | 1440 | > th | dose independent | rect. | 6 | 3 |
973 | 140.41 | atmosphere | 995.0 | 1440 | > th | dose independent | rect. | 6 | 3 |
974 | 140.41 | atmosphere | 1015.0 | 1440 | < th | dose independent | rect. | 6 | 3 |
976 | 140.41 | temperature | 10.0 | 1440 | > th | dose independent | rect. | 9 | 21 |