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Os07g0595900 |
blastp(Os)/ blastp(At)/ coex/// RAP/ RiceXPro/ SALAD/ ATTED-II |
Description :
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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 = humidity,
response mode = > th, dose dependency = dose independent, type of G = rect.)
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
251.27 | 0.745 | 6.06 | -0.0977 | 6.87 | -7.9 | 22.7 | -21.7 | -0.0794 | 4.94 | 70.54 | 754 | 19 | 7.95 |
324.51 | 0.845 | 6.31 | 0.0932 | 2.07 | -0.9 | 2.06 | -- | -0.276 | 21.4 | 70.54 | 754 | 19 | 7.95 |
331.57 | 0.855 | 6.28 | 0.093 | 1.42 | 0.0497 | -- | 2.12 | -0.25 | 19.8 | 75.04 | 1210 | 16.2 | 14.6 |
313.63 | 0.825 | 6.24 | 0.835 | 1.61 | -1.11 | -- | -- | 0.17 | 19.3 | 68.17 | 2842 | 17.1 | 15 |
336.81 | 0.855 | 6.27 | 0.293 | -- | -2.25 | -- | 2.62 | -0.0691 | -- | 73 | 2106 | 18 | 15.6 |
353.59 | 0.882 | 6.28 | 0.132 | 1.35 | -- | 1.78 | -- | -0.257 | 20.5 | -- | -- | -- | -- |
361.9 | 0.891 | 6.28 | 0.0844 | 1.37 | -- | -- | -- | -0.252 | 20 | -- | -- | -- | -- |
306.72 | 0.816 | 6.19 | -0.0877 | -- | -2.46 | -- | -- | -0.13 | -- | 71.16 | 2130 | 17.4 | 16.9 |
286.93 | 0.789 | 6.23 | -- | 1.43 | -1.15 | -- | -- | 0.118 | 19.3 | 69 | 2858 | 17.9 | 14 |
464.48 | 1.01 | 6.25 | 0.0705 | -- | -- | -- | -- | -0.27 | -- | -- | -- | -- | -- |
362.09 | 0.89 | 6.29 | -- | 1.37 | -- | -- | -- | -0.262 | 20 | -- | -- | -- | -- |
306.73 | 0.816 | 6.22 | -- | -- | -2.38 | -- | -- | -0.169 | -- | 71.98 | 2125 | 17.4 | 16.9 |
464.61 | 1.01 | 6.25 | -- | -- | -- | -- | -- | -0.278 | -- | -- | -- | -- | -- |
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 | 266.27 | humidity | 70.0 | 720 | > th | dose independent | rect. | 19 | 8 |
2 | 268.44 | temperature | 30.0 | 4320 | > th | dose dependent | rect. | 18 | 1 |
20 | 272.71 | temperature | 30.0 | 720 | < th | dose independent | rect. | 17 | 9 |
21 | 273.17 | humidity | 90.0 | 90 | > th | dose dependent | rect. | 4 | 1 |
22 | 273.85 | temperature | 30.0 | 720 | > th | dose dependent | rect. | 18 | 15 |
24 | 274.45 | temperature | 30.0 | 720 | > th | dose dependent | rect. | 18 | 1 |
40 | 275.47 | wind | 1.0 | 90 | < th | dose dependent | rect. | 4 | 1 |
43 | 275.70 | wind | 1.0 | 90 | < th | dose independent | rect. | 4 | 1 |
44 | 276.15 | humidity | 70.0 | 4320 | < th | dose dependent | rect. | 19 | 2 |
70 | 276.60 | humidity | 70.0 | 4320 | < th | dose independent | rect. | 19 | 12 |
71 | 276.66 | humidity | 70.0 | 4320 | < th | dose independent | rect. | 19 | 2 |
81 | 276.86 | humidity | 90.0 | 90 | > th | dose independent | rect. | 4 | 1 |
84 | 277.66 | humidity | 70.0 | 720 | < th | dose independent | rect. | 19 | 1 |
95 | 278.07 | wind | 3.0 | 90 | < th | dose dependent | rect. | 3 | 4 |
100 | 278.51 | humidity | 70.0 | 720 | > th | dose independent | rect. | 16 | 18 |
101 | 278.57 | temperature | 25.0 | 90 | < th | dose independent | rect. | 4 | 1 |
102 | 278.74 | radiation | 1.0 | 720 | > th | dose independent | rect. | 18 | 1 |
115 | 279.06 | radiation | 1.0 | 720 | > th | dose dependent | rect. | 18 | 1 |
126 | 279.11 | humidity | 90.0 | 10 | > th | dose independent | rect. | 4 | 2 |
127 | 279.17 | humidity | 70.0 | 720 | < th | dose dependent | rect. | 19 | 1 |
141 | 279.43 | humidity | 70.0 | 720 | > th | dose independent | rect. | 16 | 20 |
145 | 279.64 | temperature | 15.0 | 90 | > th | dose dependent | rect. | 3 | 4 |
164 | 279.99 | radiation | 20.0 | 1440 | > th | dose independent | rect. | 16 | 16 |
171 | 280.52 | humidity | 70.0 | 720 | > th | dose independent | sin | 12 | NA |
178 | 280.80 | temperature | 15.0 | 90 | > th | dose dependent | rect. | 4 | 1 |
183 | 281.06 | wind | 5.0 | 90 | < th | dose dependent | rect. | 4 | 1 |
188 | 281.31 | temperature | 30.0 | 720 | < th | dose independent | rect. | 17 | 16 |
203 | 281.98 | temperature | 30.0 | 4320 | > th | dose independent | rect. | 18 | 1 |
217 | 281.98 | humidity | 90.0 | 10 | > th | dose dependent | rect. | 4 | 2 |
219 | 282.15 | radiation | 20.0 | 1440 | > th | dose dependent | rect. | 16 | 16 |
222 | 282.45 | temperature | 10.0 | 270 | > th | dose dependent | rect. | 1 | 4 |
239 | 282.66 | temperature | 30.0 | 4320 | < th | dose independent | rect. | 18 | 2 |
241 | 282.69 | atmosphere | 1015.0 | 90 | < th | dose dependent | rect. | 4 | 1 |
245 | 282.78 | humidity | 50.0 | 4320 | < th | dose dependent | rect. | 16 | 1 |
247 | 282.85 | temperature | 30.0 | 720 | > th | dose independent | rect. | 18 | 1 |
277 | 283.14 | wind | 3.0 | 90 | < th | dose independent | rect. | 3 | 4 |
286 | 283.40 | temperature | 30.0 | 4320 | < th | dose independent | rect. | 18 | 4 |
309 | 283.68 | temperature | 25.0 | 270 | < th | dose independent | rect. | 1 | 4 |
311 | 283.71 | humidity | 50.0 | 1440 | < th | dose independent | rect. | 16 | 1 |
326 | 283.79 | humidity | 80.0 | 1440 | > th | dose independent | rect. | 7 | 1 |
333 | 283.93 | wind | 1.0 | 1440 | > th | dose independent | rect. | 4 | 1 |
336 | 284.01 | humidity | 70.0 | 4320 | > th | dose independent | rect. | 19 | 4 |
360 | 284.12 | humidity | 70.0 | 1440 | > th | dose independent | rect. | 19 | 2 |
393 | 284.71 | temperature | 15.0 | 10 | > th | dose dependent | rect. | 4 | 2 |
399 | 284.78 | temperature | 30.0 | 4320 | < th | dose independent | rect. | 18 | 8 |
401 | 284.81 | humidity | 70.0 | 1440 | < th | dose independent | rect. | 17 | 17 |
407 | 284.92 | humidity | 60.0 | 90 | > th | dose dependent | rect. | 3 | 4 |
408 | 284.95 | radiation | 40.0 | 14400 | > th | dose dependent | rect. | 15 | 1 |
513 | 285.77 | radiation | 1.0 | 90 | < th | dose independent | rect. | 4 | 1 |
517 | 285.86 | radiation | 10.0 | 90 | < th | dose dependent | rect. | 4 | 1 |
518 | 285.86 | temperature | 10.0 | 720 | > th | dose dependent | rect. | 17 | 6 |
520 | 285.89 | precipitation | 0.1 | 90 | < th | dose independent | rect. | 3 | 4 |
521 | 285.89 | precipitation | 0.1 | 90 | < th | dose dependent | rect. | 3 | 4 |
525 | 286.00 | precipitation | 0.1 | 90 | < th | dose independent | rect. | 4 | 1 |
526 | 286.00 | precipitation | 0.1 | 90 | < th | dose dependent | rect. | 4 | 1 |
528 | 286.03 | temperature | 30.0 | 720 | < th | dose independent | rect. | 17 | 2 |
539 | 286.13 | temperature | 10.0 | 90 | > th | dose independent | rect. | 4 | 1 |
542 | 286.13 | humidity | 50.0 | 90 | > th | dose independent | rect. | 4 | 1 |
545 | 286.13 | atmosphere | 995.0 | 90 | > th | dose independent | rect. | 4 | 1 |
546 | 286.13 | atmosphere | 1010.0 | 90 | < th | dose independent | rect. | 4 | 1 |
551 | 286.13 | temperature | 10.0 | 90 | > th | dose independent | rect. | 5 | 23 |
566 | 286.59 | humidity | 70.0 | 1440 | < th | dose independent | rect. | 17 | 19 |
567 | 286.63 | wind | 1.0 | 1440 | < th | dose independent | rect. | 4 | 1 |
571 | 286.69 | humidity | 50.0 | 1440 | > th | dose independent | rect. | 16 | 1 |
586 | 286.92 | temperature | 30.0 | 1440 | > th | dose dependent | rect. | 17 | 18 |
588 | 286.97 | humidity | 70.0 | 1440 | < th | dose independent | sin | 11 | NA |
605 | 287.41 | wind | 3.0 | 270 | < th | dose independent | rect. | 1 | 4 |
606 | 287.42 | wind | 9.0 | 90 | < th | dose independent | rect. | 5 | 23 |
610 | 287.49 | temperature | 15.0 | 720 | > th | dose dependent | rect. | 18 | 3 |
615 | 287.54 | temperature | 30.0 | 1440 | < th | dose independent | sin | 10 | NA |
617 | 287.56 | radiation | 30.0 | 4320 | < th | dose independent | rect. | 7 | 1 |
624 | 287.64 | radiation | 20.0 | 1440 | < th | dose independent | rect. | 16 | 16 |
631 | 287.71 | precipitation | 0.1 | 270 | < th | dose independent | rect. | 1 | 4 |
633 | 287.71 | precipitation | 0.1 | 270 | < th | dose dependent | rect. | 1 | 4 |
635 | 287.72 | temperature | 30.0 | 1440 | < th | dose independent | rect. | 18 | 18 |
660 | 288.07 | humidity | 50.0 | 4320 | < th | dose independent | rect. | 16 | 18 |
676 | 288.19 | humidity | 70.0 | 720 | > th | dose independent | rect. | 17 | 3 |
678 | 288.19 | wind | 9.0 | 90 | < th | dose independent | rect. | 7 | 20 |
697 | 288.26 | atmosphere | 1010.0 | 90 | < th | dose independent | rect. | 3 | 4 |
708 | 288.30 | radiation | 20.0 | 90 | < th | dose independent | rect. | 3 | 4 |
715 | 288.40 | radiation | 20.0 | 1440 | > th | dose independent | rect. | 6 | 2 |
734 | 288.44 | humidity | 60.0 | 270 | > th | dose dependent | rect. | 1 | 4 |
776 | 288.54 | temperature | 30.0 | 1440 | > th | dose independent | rect. | 17 | 18 |
813 | 288.63 | temperature | 30.0 | 1440 | > th | dose dependent | sin | 10 | NA |
814 | 288.64 | temperature | 15.0 | 90 | > th | dose independent | rect. | 7 | 20 |
818 | 288.65 | temperature | 10.0 | 90 | > th | dose independent | rect. | 3 | 4 |
821 | 288.65 | humidity | 50.0 | 90 | > th | dose independent | rect. | 3 | 4 |
823 | 288.65 | atmosphere | 995.0 | 90 | > th | dose independent | rect. | 3 | 4 |
830 | 288.72 | wind | 3.0 | 10 | < th | dose independent | rect. | 4 | 3 |
832 | 288.74 | radiation | 20.0 | 1440 | < th | dose independent | rect. | 16 | 12 |
893 | 288.95 | wind | 7.0 | 270 | < th | dose independent | rect. | 5 | 20 |
941 | 289.10 | radiation | 40.0 | 14400 | > th | dose independent | rect. | 15 | 1 |
973 | 289.11 | radiation | 40.0 | 90 | < th | dose dependent | rect. | 3 | 4 |
975 | 289.13 | radiation | 30.0 | 4320 | < th | dose independent | rect. | 22 | 10 |
982 | 289.18 | humidity | 50.0 | 4320 | > th | dose independent | rect. | 16 | 18 |
985 | 289.23 | radiation | 20.0 | 1440 | < th | dose independent | rect. | 16 | 2 |