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Os06g0149400 |
blastp(Os)/ blastp(At)/ coex/// RAP/ RiceXPro/ SALAD/ ATTED-II |
Description : Similar to Chitinase A.
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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 independent, 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
31.51 | 0.264 | 12.8 | 0.633 | 1.18 | -0.465 | 0.26 | 0.359 | 0.284 | 17.8 | 19.87 | 4137 | -- | -- |
31.67 | 0.262 | 12.8 | 0.691 | 1.18 | -0.536 | 0.286 | -- | 0.296 | 17.8 | 19.87 | 4120 | -- | -- |
31.67 | 0.262 | 12.8 | 0.631 | 1.18 | -0.465 | -- | 0.372 | 0.283 | 17.8 | 19.8 | 4136 | -- | -- |
31.82 | 0.263 | 12.8 | 0.686 | 1.19 | -0.552 | -- | -- | 0.303 | 17.8 | 19.7 | 4127 | -- | -- |
102.34 | 0.471 | 12.8 | 0.585 | -- | -0.49 | -- | 0.264 | 0.261 | -- | 19.3 | 6310 | -- | -- |
36.63 | 0.284 | 12.8 | 1.01 | 1.16 | -- | 0.335 | -- | 0.437 | 17.8 | -- | -- | -- | -- |
36.9 | 0.284 | 12.8 | 1.01 | 1.17 | -- | -- | -- | 0.438 | 17.8 | -- | -- | -- | -- |
102.32 | 0.471 | 12.8 | 0.59 | -- | -0.566 | -- | -- | 0.268 | -- | 19.4 | 6331 | -- | -- |
35.26 | 0.277 | 12.9 | -- | 1.17 | -0.879 | -- | -- | 0.134 | 17.7 | 18.2 | 43120 | -- | -- |
107.34 | 0.484 | 12.8 | 0.972 | -- | -- | -- | -- | 0.411 | -- | -- | -- | -- | -- |
63.68 | 0.373 | 12.8 | -- | 1.15 | -- | -- | -- | 0.326 | 17.8 | -- | -- | -- | -- |
105.94 | 0.479 | 12.8 | -- | -- | -0.864 | -- | -- | 0.135 | -- | 16.74 | 47520 | -- | -- |
132.27 | 0.537 | 12.8 | -- | -- | -- | -- | -- | 0.303 | -- | -- | -- | -- | -- |
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 | 28.56 | temperature | 15.0 | 270 | > th | dose dependent | rect. | 7 | 4 |
2 | 28.58 | temperature | 15.0 | 270 | > th | dose dependent | rect. | 6 | 6 |
5 | 28.65 | temperature | 10.0 | 270 | > th | dose dependent | rect. | 21 | 14 |
6 | 28.72 | temperature | 10.0 | 90 | > th | dose dependent | rect. | 8 | 19 |
10 | 28.81 | temperature | 15.0 | 90 | > th | dose dependent | rect. | 8 | 7 |
11 | 28.82 | temperature | 15.0 | 270 | > th | dose dependent | rect. | 8 | 2 |
30 | 29.15 | temperature | 30.0 | 90 | < th | dose dependent | rect. | 3 | 14 |
35 | 29.22 | temperature | 30.0 | 90 | < th | dose dependent | rect. | 3 | 16 |
41 | 29.27 | temperature | 15.0 | 10 | > th | dose dependent | rect. | 8 | 7 |
45 | 29.29 | temperature | 10.0 | 10 | > th | dose dependent | rect. | 8 | 20 |
47 | 29.31 | temperature | 30.0 | 90 | < th | dose dependent | rect. | 3 | 12 |
69 | 29.48 | temperature | 30.0 | 90 | < th | dose dependent | rect. | 3 | 18 |
106 | 29.72 | temperature | 30.0 | 90 | < th | dose dependent | sin | 3 | NA |
120 | 29.79 | temperature | 20.0 | 10 | > th | dose dependent | rect. | 9 | 3 |
141 | 29.89 | temperature | 10.0 | 90 | > th | dose dependent | sin | 4 | NA |
157 | 29.95 | wind | 7.0 | 270 | < th | dose independent | rect. | 6 | 21 |
178 | 30.03 | temperature | 10.0 | 270 | > th | dose dependent | rect. | 6 | 20 |
186 | 30.07 | temperature | 25.0 | 270 | > th | dose independent | rect. | 7 | 5 |
189 | 30.08 | temperature | 30.0 | 10 | < th | dose dependent | rect. | 4 | 16 |
198 | 30.11 | temperature | 30.0 | 270 | < th | dose dependent | rect. | 1 | 8 |
206 | 30.14 | temperature | 30.0 | 10 | < th | dose dependent | rect. | 4 | 18 |
216 | 30.18 | temperature | 30.0 | 270 | < th | dose dependent | rect. | 1 | 10 |
235 | 30.26 | temperature | 20.0 | 270 | > th | dose independent | rect. | 21 | 15 |
240 | 30.27 | wind | 5.0 | 270 | < th | dose independent | rect. | 3 | 3 |
241 | 30.27 | temperature | 20.0 | 270 | > th | dose independent | rect. | 6 | 7 |
263 | 30.32 | temperature | 30.0 | 270 | < th | dose dependent | rect. | 3 | 3 |
273 | 30.35 | temperature | 10.0 | 43200 | > th | dose independent | rect. | 10 | 6 |
279 | 30.36 | wind | 7.0 | 270 | < th | dose independent | rect. | 7 | 19 |
376 | 30.52 | precipitation | 0.1 | 270 | < th | dose independent | rect. | 3 | 3 |
380 | 30.52 | precipitation | 0.1 | 270 | < th | dose dependent | rect. | 3 | 3 |
399 | 30.56 | wind | 9.0 | 270 | < th | dose dependent | rect. | 7 | 8 |
421 | 30.61 | wind | 1.0 | 270 | > th | dose independent | rect. | 3 | 3 |
423 | 30.61 | temperature | 30.0 | 10 | < th | dose dependent | rect. | 4 | 10 |
425 | 30.61 | temperature | 10.0 | 10 | > th | dose dependent | rect. | 9 | 15 |
427 | 30.62 | temperature | 10.0 | 43200 | > th | dose independent | rect. | 10 | 4 |
450 | 30.65 | wind | 9.0 | 270 | < th | dose dependent | rect. | 7 | 19 |
473 | 30.69 | wind | 9.0 | 270 | < th | dose dependent | rect. | 6 | 21 |
505 | 30.76 | wind | 5.0 | 270 | < th | dose independent | rect. | 2 | 5 |
508 | 30.76 | atmosphere | 1005.0 | 90 | > th | dose dependent | rect. | 3 | 5 |
527 | 30.81 | temperature | 25.0 | 10 | > th | dose independent | rect. | 9 | 6 |
531 | 30.81 | temperature | 30.0 | 10 | < th | dose dependent | rect. | 4 | 8 |
532 | 30.81 | radiation | 1.0 | 270 | < th | dose dependent | rect. | 3 | 8 |
556 | 30.84 | temperature | 10.0 | 270 | > th | dose independent | rect. | 3 | 3 |
558 | 30.84 | temperature | 30.0 | 270 | < th | dose independent | rect. | 3 | 3 |
559 | 30.84 | humidity | 50.0 | 270 | > th | dose independent | rect. | 3 | 3 |
562 | 30.84 | atmosphere | 995.0 | 270 | > th | dose independent | rect. | 3 | 3 |
563 | 30.84 | atmosphere | 1015.0 | 270 | < th | dose independent | rect. | 3 | 3 |
564 | 30.84 | radiation | 20.0 | 270 | < th | dose independent | rect. | 3 | 3 |
567 | 30.84 | temperature | 10.0 | 270 | > th | dose independent | rect. | 6 | 21 |
577 | 30.86 | radiation | 40.0 | 270 | < th | dose dependent | rect. | 3 | 3 |
579 | 30.87 | wind | 7.0 | 90 | < th | dose independent | rect. | 8 | 7 |
631 | 30.93 | wind | 1.0 | 270 | > th | dose independent | rect. | 2 | 5 |
633 | 30.93 | atmosphere | 1010.0 | 90 | < th | dose independent | rect. | 8 | 7 |
670 | 30.97 | temperature | 20.0 | 4320 | < th | dose independent | rect. | 16 | 7 |
671 | 30.97 | wind | 7.0 | 270 | < th | dose dependent | rect. | 7 | 4 |
680 | 30.98 | atmosphere | 1005.0 | 10 | > th | dose dependent | rect. | 4 | 4 |
694 | 31.00 | temperature | 20.0 | 4320 | < th | dose independent | rect. | 20 | 1 |
695 | 31.00 | temperature | 25.0 | 10 | > th | dose independent | rect. | 9 | 3 |
697 | 31.00 | precipitation | 0.1 | 90 | < th | dose independent | rect. | 3 | 5 |
699 | 31.00 | temperature | 20.0 | 4320 | < th | dose independent | rect. | 15 | 12 |
705 | 31.00 | precipitation | 0.1 | 90 | < th | dose dependent | rect. | 3 | 5 |
715 | 31.01 | temperature | 20.0 | 4320 | < th | dose independent | rect. | 16 | 10 |
719 | 31.01 | precipitation | 0.1 | 270 | < th | dose independent | rect. | 6 | 21 |
726 | 31.01 | precipitation | 0.1 | 270 | < th | dose dependent | rect. | 6 | 21 |
753 | 31.04 | temperature | 20.0 | 4320 | > th | dose independent | rect. | 14 | 13 |
786 | 31.07 | humidity | 90.0 | 90 | < th | dose independent | rect. | 8 | 7 |
800 | 31.08 | temperature | 20.0 | 4320 | < th | dose independent | sin | 16 | NA |
822 | 31.09 | temperature | 25.0 | 270 | < th | dose independent | rect. | 2 | 17 |
860 | 31.12 | temperature | 15.0 | 90 | > th | dose independent | rect. | 8 | 19 |
870 | 31.13 | temperature | 20.0 | 4320 | > th | dose independent | sin | 16 | NA |
872 | 31.13 | temperature | 20.0 | 4320 | > th | dose independent | rect. | 16 | 7 |
913 | 31.16 | humidity | 50.0 | 14400 | > th | dose independent | rect. | 5 | 4 |
974 | 31.20 | radiation | 1.0 | 270 | < th | dose independent | rect. | 3 | 8 |
986 | 31.21 | temperature | 10.0 | 90 | > th | dose independent | rect. | 3 | 5 |
988 | 31.21 | temperature | 30.0 | 90 | < th | dose independent | rect. | 3 | 5 |
989 | 31.21 | humidity | 50.0 | 90 | > th | dose independent | rect. | 3 | 5 |
991 | 31.21 | atmosphere | 995.0 | 90 | > th | dose independent | rect. | 3 | 5 |
992 | 31.21 | atmosphere | 1015.0 | 90 | < th | dose independent | rect. | 3 | 5 |