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Os02g0148100 |
blastp(Os)/ blastp(At)/ coex/// RAP/ RiceXPro/ SALAD/ ATTED-II |
Description : MAP kinase MAPK2 (MAP kinase 3).
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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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
17.6 | 0.197 | 12.9 | 0.663 | 0.514 | -40.1 | 0.469 | -86.7 | -0.12 | 6.35 | 15 | 1461 | -- | -- |
19.27 | 0.206 | 12.4 | -0.418 | 0.515 | 0.965 | 0.453 | -- | -0.108 | 6.27 | 15 | 1461 | -- | -- |
18.14 | 0.198 | 12.9 | 0.662 | 0.517 | -40.1 | -- | -86.6 | -0.12 | 6.29 | 15.01 | 1440 | -- | -- |
18.21 | 0.2 | 12.4 | -0.455 | 0.519 | 1.03 | -- | -- | -0.12 | 6.24 | 15.4 | 274 | -- | -- |
31.84 | 0.263 | 13 | 0.802 | -- | -39.6 | -- | -85.6 | -0.108 | -- | 15.1 | 1733 | -- | -- |
21.09 | 0.215 | 12.4 | -0.381 | 0.517 | -- | 0.443 | -- | -0.0982 | 6.34 | -- | -- | -- | -- |
21.56 | 0.217 | 12.4 | -0.376 | 0.519 | -- | -- | -- | -0.0998 | 6.26 | -- | -- | -- | -- |
32.16 | 0.264 | 12.4 | -0.44 | -- | 1.01 | -- | -- | -0.109 | -- | 15.3 | 273 | -- | -- |
23.41 | 0.227 | 12.4 | -- | 0.513 | 0.756 | -- | -- | -0.0664 | 6.29 | 15.4 | 274 | -- | -- |
35.54 | 0.279 | 12.4 | -0.362 | -- | -- | -- | -- | -0.0885 | -- | -- | -- | -- | -- |
25.29 | 0.235 | 12.4 | -- | 0.514 | -- | -- | -- | -0.058 | 6.3 | -- | -- | -- | -- |
37.05 | 0.284 | 12.4 | -- | -- | 0.768 | -- | -- | -0.057 | -- | 15.3 | 251 | -- | -- |
38.99 | 0.291 | 12.4 | -- | -- | -- | -- | -- | -0.0484 | -- | -- | -- | -- | -- |
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 | 16.78 | humidity | 50.0 | 43200 | > th | dose independent | rect. | 1 | 7 |
2 | 16.78 | humidity | 70.0 | 43200 | < th | dose dependent | rect. | 23 | 8 |
4 | 16.81 | humidity | 50.0 | 43200 | < th | dose dependent | rect. | 8 | 1 |
8 | 16.85 | humidity | 60.0 | 43200 | > th | dose independent | rect. | 22 | 9 |
10 | 16.86 | humidity | 50.0 | 43200 | < th | dose dependent | rect. | 20 | 13 |
32 | 16.97 | humidity | 50.0 | 43200 | < th | dose independent | rect. | 4 | 4 |
33 | 16.97 | humidity | 60.0 | 43200 | < th | dose independent | rect. | 22 | 9 |
34 | 16.97 | humidity | 50.0 | 43200 | < th | dose independent | rect. | 21 | 11 |
43 | 17.01 | temperature | 15.0 | 720 | > th | dose independent | rect. | 4 | 18 |
45 | 17.02 | humidity | 60.0 | 43200 | > th | dose independent | rect. | 23 | 6 |
50 | 17.05 | humidity | 50.0 | 43200 | < th | dose independent | rect. | 19 | 13 |
54 | 17.08 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 7 | 3 |
71 | 17.12 | humidity | 70.0 | 43200 | > th | dose independent | rect. | 1 | 1 |
74 | 17.13 | humidity | 60.0 | 43200 | < th | dose independent | rect. | 22 | 7 |
81 | 17.15 | humidity | 90.0 | 720 | > th | dose dependent | rect. | 9 | 6 |
85 | 17.16 | humidity | 70.0 | 43200 | < th | dose independent | rect. | 24 | 6 |
88 | 17.17 | humidity | 90.0 | 720 | > th | dose independent | rect. | 9 | 7 |
93 | 17.18 | humidity | 90.0 | 720 | < th | dose independent | rect. | 10 | 6 |
97 | 17.19 | temperature | 15.0 | 4320 | > th | dose independent | rect. | 7 | 1 |
101 | 17.20 | humidity | 70.0 | 43200 | < th | dose dependent | rect. | 24 | 4 |
102 | 17.21 | humidity | 70.0 | 43200 | < th | dose independent | rect. | 1 | 1 |
108 | 17.21 | humidity | 50.0 | 43200 | < th | dose dependent | rect. | 21 | 8 |
114 | 17.23 | humidity | 50.0 | 43200 | > th | dose independent | rect. | 1 | 4 |
127 | 17.25 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 10 | 21 |
133 | 17.26 | humidity | 50.0 | 43200 | > th | dose independent | rect. | 19 | 12 |
134 | 17.26 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 12 | 19 |
139 | 17.27 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 17 | 12 |
146 | 17.28 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 17 | 14 |
152 | 17.29 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 14 | 15 |
156 | 17.29 | humidity | 50.0 | 43200 | < th | dose dependent | rect. | 19 | 3 |
169 | 17.30 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 14 | 17 |
171 | 17.31 | humidity | 90.0 | 1440 | > th | dose independent | rect. | 9 | 5 |
186 | 17.33 | precipitation | 0.1 | 1440 | < th | dose independent | rect. | 7 | 3 |
194 | 17.33 | precipitation | 0.1 | 1440 | < th | dose dependent | rect. | 7 | 3 |
203 | 17.35 | atmosphere | 1015.0 | 1440 | < th | dose independent | rect. | 1 | 4 |
204 | 17.35 | atmosphere | 1015.0 | 1440 | < th | dose independent | rect. | 1 | 6 |
209 | 17.36 | humidity | 90.0 | 1440 | < th | dose independent | rect. | 9 | 1 |
210 | 17.36 | precipitation | 0.1 | 1440 | > th | dose independent | rect. | 2 | 1 |
218 | 17.36 | precipitation | 0.1 | 1440 | > th | dose dependent | rect. | 2 | 1 |
231 | 17.38 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 1 | 21 |
232 | 17.38 | humidity | 80.0 | 1440 | > th | dose dependent | rect. | 9 | 4 |
237 | 17.39 | humidity | 90.0 | 1440 | > th | dose independent | rect. | 9 | 1 |
239 | 17.39 | humidity | 90.0 | 720 | > th | dose independent | rect. | 11 | 3 |
272 | 17.42 | humidity | 80.0 | 1440 | > th | dose dependent | rect. | 9 | 2 |
273 | 17.43 | precipitation | 0.1 | 1440 | > th | dose independent | rect. | 9 | 1 |
277 | 17.43 | precipitation | 0.1 | 1440 | > th | dose dependent | rect. | 9 | 1 |
280 | 17.44 | precipitation | 0.1 | 1440 | < th | dose independent | rect. | 9 | 1 |
282 | 17.44 | precipitation | 0.1 | 1440 | > th | dose independent | rect. | 9 | 4 |
289 | 17.44 | precipitation | 0.1 | 1440 | < th | dose dependent | rect. | 9 | 1 |
291 | 17.44 | precipitation | 0.1 | 1440 | > th | dose dependent | rect. | 9 | 4 |
322 | 17.47 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 23 | 23 |
323 | 17.48 | precipitation | 0.1 | 1440 | > th | dose independent | rect. | 6 | 1 |
331 | 17.48 | precipitation | 0.1 | 1440 | > th | dose dependent | rect. | 6 | 1 |
339 | 17.49 | temperature | 15.0 | 270 | > th | dose independent | rect. | 1 | 23 |
342 | 17.50 | temperature | 15.0 | 1440 | > th | dose independent | sin | 13 | NA |
354 | 17.51 | precipitation | 0.1 | 1440 | > th | dose independent | rect. | 6 | 7 |
358 | 17.51 | precipitation | 0.1 | 1440 | > th | dose dependent | rect. | 6 | 7 |
363 | 17.52 | precipitation | 0.1 | 720 | > th | dose independent | rect. | 5 | 11 |
365 | 17.52 | temperature | 15.0 | 720 | > th | dose independent | rect. | 10 | 14 |
366 | 17.52 | temperature | 15.0 | 720 | > th | dose independent | rect. | 5 | 15 |
382 | 17.54 | temperature | 15.0 | 4320 | > th | dose independent | rect. | 3 | 2 |
384 | 17.54 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 1 | 4 |
386 | 17.54 | precipitation | 0.1 | 720 | > th | dose independent | rect. | 6 | 9 |
396 | 17.55 | humidity | 50.0 | 43200 | < th | dose independent | rect. | 19 | 2 |
408 | 17.56 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 1 | 6 |
411 | 17.56 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 12 | 23 |
424 | 17.57 | temperature | 20.0 | 720 | < th | dose dependent | rect. | 10 | 8 |
430 | 17.59 | temperature | 15.0 | 90 | > th | dose independent | sin | 7 | NA |
431 | 17.59 | temperature | 15.0 | 270 | > th | dose independent | sin | 9 | NA |
433 | 17.59 | temperature | 15.0 | 270 | > th | dose independent | sin | 21 | NA |
434 | 17.59 | radiation | 1.0 | 1440 | > th | dose independent | rect. | 9 | 1 |
436 | 17.59 | radiation | 1.0 | 1440 | < th | dose independent | rect. | 9 | 2 |
446 | 17.59 | radiation | 1.0 | 1440 | < th | dose dependent | rect. | 9 | 2 |
451 | 17.60 | temperature | 15.0 | 90 | > th | dose independent | sin | 19 | NA |
452 | 17.60 | temperature | 15.0 | 1440 | > th | dose independent | no | NA | NA |
458 | 17.60 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 7 | 10 |
462 | 17.60 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 17 | 22 |
464 | 17.60 | wind | 9.0 | 1440 | > th | dose dependent | rect. | 11 | 1 |
469 | 17.61 | temperature | 15.0 | 720 | > th | dose independent | sin | 23 | NA |
475 | 17.61 | radiation | 1.0 | 1440 | > th | dose independent | rect. | 9 | 3 |
481 | 17.61 | precipitation | 0.1 | 1440 | < th | dose independent | rect. | 6 | 6 |
487 | 17.61 | temperature | 15.0 | 270 | > th | dose independent | rect. | 10 | 23 |
488 | 17.61 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 14 | 23 |
497 | 17.61 | precipitation | 0.1 | 1440 | < th | dose dependent | rect. | 6 | 6 |
522 | 17.63 | precipitation | 0.1 | 720 | > th | dose dependent | rect. | 6 | 10 |
529 | 17.64 | precipitation | 0.1 | 1440 | > th | dose independent | rect. | 6 | 4 |
533 | 17.64 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 23 | 8 |
542 | 17.64 | precipitation | 0.1 | 1440 | > th | dose dependent | rect. | 6 | 4 |
562 | 17.66 | atmosphere | 1015.0 | 1440 | < th | dose independent | rect. | 24 | 1 |
570 | 17.66 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 2 | 13 |
576 | 17.66 | temperature | 15.0 | 1440 | < th | dose independent | rect. | 4 | 20 |
594 | 17.66 | temperature | 15.0 | 1440 | < th | dose dependent | rect. | 4 | 16 |
607 | 17.67 | temperature | 15.0 | 1440 | < th | dose independent | rect. | 19 | 10 |
617 | 17.67 | temperature | 15.0 | 1440 | < th | dose independent | rect. | 4 | 18 |
621 | 17.67 | temperature | 15.0 | 1440 | < th | dose independent | rect. | 10 | 19 |
638 | 17.67 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 6 | 23 |
640 | 17.67 | temperature | 15.0 | 1440 | < th | dose dependent | sin | 9 | NA |
643 | 17.67 | temperature | 15.0 | 1440 | < th | dose dependent | rect. | 22 | 7 |
645 | 17.67 | temperature | 15.0 | 1440 | < th | dose dependent | rect. | 21 | 10 |
654 | 17.68 | temperature | 15.0 | 1440 | < th | dose independent | sin | 12 | NA |
682 | 17.68 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 14 | 21 |
704 | 17.68 | temperature | 20.0 | 1440 | < th | dose dependent | rect. | 10 | 4 |
737 | 17.69 | temperature | 15.0 | 1440 | < th | dose independent | no | NA | NA |
738 | 17.69 | radiation | 10.0 | 270 | < th | dose independent | rect. | 9 | 1 |
759 | 17.69 | temperature | 15.0 | 1440 | < th | dose independent | rect. | 17 | 22 |
768 | 17.69 | temperature | 15.0 | 1440 | < th | dose dependent | sin | 23 | NA |
793 | 17.70 | temperature | 15.0 | 1440 | < th | dose independent | sin | 22 | NA |
800 | 17.70 | atmosphere | 1015.0 | 1440 | > th | dose independent | rect. | 24 | 4 |
826 | 17.70 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 17 | 18 |
852 | 17.70 | atmosphere | 1015.0 | 1440 | > th | dose dependent | rect. | 24 | 2 |
877 | 17.71 | temperature | 15.0 | 90 | > th | dose independent | no | NA | NA |
879 | 17.71 | temperature | 15.0 | 90 | < th | dose independent | sin | 7 | NA |
929 | 17.71 | temperature | 15.0 | 90 | < th | dose independent | no | NA | NA |
932 | 17.71 | temperature | 15.0 | 1440 | < th | dose independent | rect. | 5 | 1 |
934 | 17.71 | temperature | 15.0 | 1440 | < th | dose independent | rect. | 9 | 1 |
937 | 17.71 | atmosphere | 1015.0 | 1440 | > th | dose independent | rect. | 1 | 1 |
975 | 17.71 | temperature | 15.0 | 1440 | < th | dose independent | rect. | 22 | 4 |