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Os02g0437200 |
blastp(Os)/ blastp(At)/ coex/// RAP/ RiceXPro/ SALAD/ ATTED-II |
Description : Similar to SNAP-34.
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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 = precipitation,
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
71.39 | 0.397 | 11.6 | -0.514 | 0.78 | -7.33 | -0.256 | 19 | 0.0252 | 2.14 | 0.0682 | 94 | -- | -- |
75.55 | 0.405 | 11.5 | -0.523 | 0.839 | -2.3 | -0.512 | -- | -0.0616 | 2.36 | 0.5463 | 86 | -- | -- |
71.63 | 0.394 | 11.6 | -0.508 | 0.779 | -7.42 | -- | 19.4 | 0.0271 | 2.09 | 0.2367 | 93 | -- | -- |
74.4 | 0.402 | 11.6 | -0.382 | 0.79 | -2.04 | -- | -- | 0.0219 | 2.18 | 0.5 | 86 | -- | -- |
107.91 | 0.484 | 11.6 | -0.47 | -- | -7.21 | -- | 18.7 | 0.0451 | -- | 0.4052 | 86 | -- | -- |
82.64 | 0.426 | 11.6 | -0.333 | 0.778 | -- | -0.27 | -- | -0.00228 | 2.06 | -- | -- | -- | -- |
82.91 | 0.426 | 11.6 | -0.325 | 0.777 | -- | -- | -- | -0.000516 | 2 | -- | -- | -- | -- |
110.55 | 0.49 | 11.6 | -0.363 | -- | -2.07 | -- | -- | 0.0344 | -- | 0.2445 | 86 | -- | -- |
78.51 | 0.413 | 11.5 | -- | 0.773 | -1.91 | -- | -- | 0.0578 | 2.15 | 0.01014 | 86 | -- | -- |
119.19 | 0.51 | 11.6 | -0.293 | -- | -- | -- | -- | 0.0177 | -- | -- | -- | -- | -- |
85.69 | 0.433 | 11.6 | -- | 0.77 | -- | -- | -- | 0.0357 | 1.99 | -- | -- | -- | -- |
114.04 | 0.497 | 11.5 | -- | -- | -1.92 | -- | -- | 0.0722 | -- | 0.3551 | 86 | -- | -- |
121.45 | 0.514 | 11.5 | -- | -- | -- | -- | -- | 0.0501 | -- | -- | -- | -- | -- |
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 | 68.10 | radiation | 10.0 | 4320 | < th | dose dependent | rect. | 24 | 5 |
2 | 68.67 | radiation | 10.0 | 4320 | < th | dose dependent | rect. | 21 | 8 |
6 | 69.01 | radiation | 40.0 | 14400 | < th | dose dependent | rect. | 24 | 5 |
8 | 69.18 | radiation | 40.0 | 14400 | < th | dose dependent | rect. | 21 | 8 |
11 | 69.48 | humidity | 70.0 | 30 | > th | dose dependent | rect. | 5 | 15 |
14 | 69.61 | temperature | 20.0 | 14400 | > th | dose independent | rect. | 21 | 2 |
16 | 69.64 | temperature | 20.0 | 14400 | < th | dose independent | rect. | 21 | 2 |
20 | 69.74 | radiation | 10.0 | 270 | < th | dose dependent | rect. | 3 | 15 |
22 | 69.76 | radiation | 40.0 | 10 | < th | dose dependent | rect. | 5 | 18 |
33 | 69.92 | radiation | 1.0 | 4320 | < th | dose independent | rect. | 24 | 5 |
34 | 69.93 | precipitation | 0.1 | 90 | > th | dose independent | rect. | 2 | 17 |
44 | 70.01 | temperature | 10.0 | 43200 | > th | dose independent | rect. | 10 | 7 |
45 | 70.01 | radiation | 1.0 | 4320 | < th | dose independent | rect. | 21 | 8 |
70 | 70.24 | humidity | 70.0 | 30 | > th | dose dependent | rect. | 5 | 18 |
81 | 70.33 | radiation | 1.0 | 10 | > th | dose dependent | rect. | 13 | 23 |
99 | 70.47 | radiation | 20.0 | 1440 | < th | dose independent | rect. | 11 | 1 |
104 | 70.49 | precipitation | 0.1 | 90 | > th | dose independent | rect. | 21 | 22 |
117 | 70.55 | radiation | 20.0 | 30 | < th | dose independent | rect. | 5 | 18 |
149 | 70.69 | temperature | 20.0 | 1440 | > th | dose independent | rect. | 21 | 2 |
150 | 70.69 | radiation | 40.0 | 10 | < th | dose dependent | rect. | 1 | 23 |
151 | 70.70 | temperature | 20.0 | 14400 | > th | dose independent | sin | 16 | NA |
182 | 70.82 | radiation | 10.0 | 270 | < th | dose dependent | sin | 2 | NA |
186 | 70.84 | radiation | 40.0 | 90 | < th | dose dependent | rect. | 12 | 23 |
205 | 70.89 | precipitation | 0.1 | 90 | > th | dose independent | rect. | 14 | 18 |
216 | 70.91 | temperature | 20.0 | 1440 | > th | dose independent | rect. | 20 | 5 |
219 | 70.92 | temperature | 20.0 | 1440 | < th | dose independent | rect. | 21 | 2 |
225 | 70.95 | temperature | 20.0 | 720 | > th | dose independent | rect. | 16 | 15 |
227 | 70.96 | temperature | 20.0 | 14400 | < th | dose independent | sin | 16 | NA |
259 | 71.02 | radiation | 20.0 | 270 | < th | dose independent | rect. | 11 | 20 |
267 | 71.04 | radiation | 10.0 | 270 | < th | dose independent | rect. | 2 | 16 |
272 | 71.05 | temperature | 25.0 | 14400 | < th | dose dependent | rect. | 17 | 1 |
276 | 71.06 | humidity | 80.0 | 30 | > th | dose independent | rect. | 5 | 15 |
306 | 71.14 | temperature | 20.0 | 1440 | < th | dose independent | rect. | 19 | 8 |
311 | 71.14 | atmosphere | 995.0 | 43200 | > th | dose independent | rect. | 1 | 14 |
322 | 71.17 | atmosphere | 995.0 | 43200 | > th | dose independent | rect. | 23 | 16 |
325 | 71.18 | temperature | 20.0 | 1440 | > th | dose independent | rect. | 6 | 1 |
332 | 71.19 | precipitation | 0.1 | 90 | < th | dose independent | sin | 1 | NA |
335 | 71.19 | precipitation | 0.1 | 90 | < th | dose dependent | sin | 1 | NA |
342 | 71.21 | atmosphere | 995.0 | 43200 | < th | dose independent | sin | 4 | NA |
343 | 71.21 | wind | 5.0 | 14400 | > th | dose independent | rect. | 7 | 2 |
349 | 71.22 | atmosphere | 995.0 | 43200 | < th | dose dependent | rect. | 12 | 13 |
350 | 71.22 | radiation | 40.0 | 10 | < th | dose dependent | rect. | 5 | 15 |
351 | 71.23 | atmosphere | 995.0 | 43200 | > th | dose independent | sin | 5 | NA |
360 | 71.23 | atmosphere | 995.0 | 43200 | < th | dose dependent | sin | 17 | NA |
376 | 71.26 | wind | 5.0 | 14400 | < th | dose independent | rect. | 7 | 2 |
391 | 71.29 | temperature | 20.0 | 720 | > th | dose independent | sin | 13 | NA |
394 | 71.29 | atmosphere | 995.0 | 43200 | < th | dose independent | rect. | 2 | 13 |
411 | 71.31 | radiation | 10.0 | 4320 | < th | dose dependent | rect. | 19 | 10 |
412 | 71.31 | atmosphere | 995.0 | 43200 | < th | dose dependent | rect. | 11 | 15 |
435 | 71.35 | atmosphere | 995.0 | 43200 | > th | dose independent | rect. | 19 | 20 |
446 | 71.36 | radiation | 10.0 | 270 | < th | dose dependent | rect. | 21 | 23 |
447 | 71.37 | precipitation | 0.1 | 90 | > th | dose independent | sin | 1 | NA |
450 | 71.37 | atmosphere | 1000.0 | 10 | > th | dose independent | rect. | 17 | 15 |
460 | 71.38 | humidity | 50.0 | 14400 | > th | dose independent | rect. | 18 | 15 |
492 | 71.41 | precipitation | 0.1 | 90 | > th | dose independent | no | NA | NA |
493 | 71.41 | precipitation | 0.1 | 90 | < th | dose independent | no | NA | NA |
504 | 71.41 | precipitation | 0.1 | 90 | < th | dose dependent | no | NA | NA |
505 | 71.41 | temperature | 25.0 | 14400 | < th | dose dependent | rect. | 12 | 6 |
514 | 71.42 | wind | 9.0 | 43200 | > th | dose dependent | rect. | 20 | 11 |
517 | 71.43 | precipitation | 0.1 | 90 | > th | dose independent | rect. | 7 | 23 |
519 | 71.43 | radiation | 10.0 | 270 | < th | dose dependent | rect. | 24 | 23 |
524 | 71.44 | atmosphere | 995.0 | 43200 | < th | dose independent | rect. | 18 | 21 |
526 | 71.44 | radiation | 30.0 | 270 | < th | dose dependent | rect. | 15 | 16 |
534 | 71.45 | temperature | 25.0 | 14400 | < th | dose dependent | rect. | 13 | 1 |
543 | 71.46 | wind | 5.0 | 14400 | > th | dose dependent | rect. | 7 | 2 |
555 | 71.47 | atmosphere | 995.0 | 43200 | < th | dose dependent | rect. | 14 | 20 |
561 | 71.48 | radiation | 10.0 | 270 | > th | dose independent | rect. | 16 | 22 |
577 | 71.51 | wind | 9.0 | 43200 | > th | dose independent | rect. | 20 | 11 |
592 | 71.53 | wind | 9.0 | 43200 | < th | dose independent | rect. | 20 | 11 |
610 | 71.54 | radiation | 40.0 | 14400 | < th | dose dependent | rect. | 19 | 10 |
619 | 71.55 | wind | 7.0 | 43200 | > th | dose dependent | rect. | 17 | 15 |
622 | 71.56 | radiation | 30.0 | 4320 | < th | dose independent | rect. | 7 | 1 |
625 | 71.56 | temperature | 20.0 | 14400 | > th | dose independent | rect. | 16 | 17 |
632 | 71.57 | wind | 7.0 | 43200 | > th | dose independent | rect. | 17 | 15 |
672 | 71.61 | wind | 7.0 | 43200 | < th | dose independent | rect. | 17 | 15 |
683 | 71.61 | humidity | 50.0 | 90 | > th | dose dependent | rect. | 16 | 17 |
702 | 71.63 | humidity | 90.0 | 14400 | < th | dose independent | rect. | 17 | 1 |
727 | 71.65 | temperature | 20.0 | 1440 | < th | dose independent | rect. | 18 | 13 |
732 | 71.65 | radiation | 20.0 | 1440 | < th | dose dependent | rect. | 11 | 1 |
740 | 71.66 | temperature | 20.0 | 1440 | < th | dose independent | sin | 13 | NA |
759 | 71.67 | humidity | 90.0 | 14400 | > th | dose independent | rect. | 21 | 2 |
782 | 71.69 | temperature | 20.0 | 1440 | < th | dose independent | rect. | 6 | 1 |
793 | 71.69 | precipitation | 0.1 | 90 | > th | dose dependent | rect. | 2 | 17 |
808 | 71.71 | wind | 9.0 | 43200 | > th | dose independent | sin | 11 | NA |
856 | 71.74 | temperature | 20.0 | 14400 | < th | dose independent | rect. | 16 | 17 |
862 | 71.74 | humidity | 90.0 | 10 | < th | dose dependent | rect. | 7 | 10 |
865 | 71.75 | wind | 9.0 | 43200 | < th | dose independent | sin | 11 | NA |
898 | 71.76 | radiation | 1.0 | 10 | > th | dose dependent | rect. | 8 | 9 |
901 | 71.76 | humidity | 60.0 | 30 | > th | dose dependent | rect. | 5 | 13 |
919 | 71.78 | radiation | 30.0 | 4320 | < th | dose independent | rect. | 5 | 3 |
956 | 71.79 | radiation | 20.0 | 90 | < th | dose independent | rect. | 11 | 23 |