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Os03g0800000 |
blastp(Os)/ blastp(At)/ coex/// RAP/ RiceXPro/ SALAD/ ATTED-II |
Description : Similar to Nitrate and chloride transporter.
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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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
98.39 | 0.466 | 12.1 | 1.87 | 1.06 | 0.566 | -0.306 | 0.582 | -0.319 | 6.35 | 22.82 | 11662 | -- | -- |
99.26 | 0.464 | 12.1 | 1.8 | 1.06 | 0.558 | -0.206 | -- | -0.311 | 6.22 | 23.27 | 11595 | -- | -- |
98.56 | 0.462 | 12.1 | 1.86 | 1.07 | 0.562 | -- | 0.555 | -0.324 | 6.43 | 23.01 | 11800 | -- | -- |
98.37 | 0.462 | 12.1 | 1.75 | 1.05 | 0.537 | -- | -- | -0.349 | 6.43 | 28.62 | 11550 | -- | -- |
156.18 | 0.582 | 12.1 | 1.96 | -- | 0.6 | -- | 0.822 | -0.281 | -- | 22.84 | 11427 | -- | -- |
109.82 | 0.491 | 12 | 1.99 | 1.08 | -- | -0.304 | -- | -0.137 | 6.29 | -- | -- | -- | -- |
110.03 | 0.491 | 12 | 1.99 | 1.07 | -- | -- | -- | -0.135 | 6.36 | -- | -- | -- | -- |
154.97 | 0.58 | 12.1 | 1.75 | -- | 0.586 | -- | -- | -0.38 | -- | 30.1 | 12879 | -- | -- |
110.93 | 0.491 | 12.2 | -- | 1.08 | 1.64 | -- | -- | -0.854 | 6.45 | 12.95 | 47520 | -- | -- |
169.89 | 0.609 | 12.1 | 2.02 | -- | -- | -- | -- | -0.112 | -- | -- | -- | -- | -- |
214.35 | 0.685 | 12.1 | -- | 1.1 | -- | -- | -- | -0.357 | 6.26 | -- | -- | -- | -- |
170.27 | 0.608 | 12.2 | -- | -- | 1.66 | -- | -- | -0.834 | -- | 7.859 | 47520 | -- | -- |
277.27 | 0.777 | 12.1 | -- | -- | -- | -- | -- | -0.336 | -- | -- | -- | -- | -- |
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 | 89.61 | temperature | 15.0 | 270 | > th | dose dependent | rect. | 1 | 9 |
8 | 91.10 | temperature | 20.0 | 720 | < th | dose independent | rect. | 3 | 4 |
12 | 91.31 | temperature | 25.0 | 720 | < th | dose dependent | rect. | 3 | 4 |
37 | 92.00 | temperature | 25.0 | 720 | < th | dose dependent | rect. | 5 | 1 |
50 | 92.19 | temperature | 20.0 | 270 | > th | dose independent | rect. | 3 | 15 |
57 | 92.35 | temperature | 30.0 | 10 | < th | dose independent | rect. | 9 | 7 |
74 | 92.62 | temperature | 10.0 | 720 | > th | dose dependent | rect. | 23 | 7 |
96 | 93.01 | temperature | 10.0 | 720 | > th | dose dependent | rect. | 1 | 5 |
107 | 93.28 | temperature | 30.0 | 720 | < th | dose dependent | rect. | 7 | 1 |
112 | 93.35 | temperature | 25.0 | 270 | < th | dose independent | rect. | 6 | 7 |
134 | 93.76 | temperature | 30.0 | 270 | < th | dose dependent | rect. | 6 | 8 |
153 | 93.99 | temperature | 20.0 | 270 | > th | dose independent | rect. | 2 | 8 |
163 | 94.08 | temperature | 10.0 | 30 | > th | dose dependent | rect. | 4 | 16 |
176 | 94.30 | temperature | 30.0 | 720 | < th | dose dependent | sin | 8 | NA |
216 | 94.76 | temperature | 30.0 | 10 | < th | dose dependent | rect. | 7 | 9 |
263 | 95.13 | temperature | 25.0 | 270 | < th | dose independent | rect. | 9 | 1 |
264 | 95.13 | temperature | 30.0 | 10 | < th | dose independent | rect. | 7 | 9 |
274 | 95.16 | temperature | 10.0 | 720 | > th | dose dependent | rect. | 23 | 12 |
284 | 95.25 | atmosphere | 1000.0 | 30 | > th | dose independent | rect. | 20 | 8 |
295 | 95.36 | temperature | 10.0 | 720 | > th | dose dependent | sin | 8 | NA |
298 | 95.37 | temperature | 30.0 | 10 | < th | dose independent | rect. | 11 | 5 |
326 | 95.49 | temperature | 10.0 | 720 | > th | dose dependent | rect. | 21 | 14 |
345 | 95.60 | precipitation | 0.1 | 270 | < th | dose independent | rect. | 15 | 15 |
346 | 95.60 | precipitation | 0.1 | 270 | < th | dose dependent | rect. | 15 | 15 |
354 | 95.63 | temperature | 20.0 | 720 | > th | dose independent | rect. | 2 | 4 |
362 | 95.66 | temperature | 30.0 | 10 | < th | dose dependent | rect. | 9 | 7 |
427 | 96.04 | precipitation | 0.1 | 30 | < th | dose independent | rect. | 4 | 16 |
432 | 96.04 | precipitation | 0.1 | 30 | < th | dose dependent | rect. | 4 | 16 |
437 | 96.08 | radiation | 40.0 | 270 | < th | dose independent | rect. | 15 | 15 |
448 | 96.13 | atmosphere | 995.0 | 270 | > th | dose independent | rect. | 6 | 9 |
451 | 96.14 | temperature | 10.0 | 270 | > th | dose independent | rect. | 6 | 9 |
452 | 96.14 | atmosphere | 1015.0 | 270 | < th | dose independent | rect. | 6 | 9 |
453 | 96.14 | temperature | 10.0 | 270 | > th | dose independent | rect. | 15 | 15 |
466 | 96.20 | temperature | 20.0 | 720 | < th | dose independent | sin | 6 | NA |
473 | 96.21 | humidity | 50.0 | 270 | > th | dose independent | rect. | 6 | 9 |
494 | 96.31 | precipitation | 0.1 | 270 | < th | dose independent | rect. | 6 | 9 |
496 | 96.31 | precipitation | 0.1 | 270 | < th | dose dependent | rect. | 6 | 9 |
506 | 96.35 | wind | 9.0 | 270 | < th | dose independent | rect. | 6 | 9 |
507 | 96.35 | wind | 7.0 | 90 | < th | dose independent | rect. | 13 | 14 |
539 | 96.47 | temperature | 10.0 | 270 | > th | dose dependent | rect. | 2 | 18 |
540 | 96.48 | temperature | 10.0 | 30 | > th | dose dependent | rect. | 20 | 8 |
542 | 96.49 | temperature | 15.0 | 30 | > th | dose independent | rect. | 20 | 8 |
588 | 96.67 | atmosphere | 1000.0 | 270 | > th | dose independent | rect. | 18 | 8 |
609 | 96.73 | wind | 1.0 | 270 | > th | dose independent | rect. | 6 | 9 |
660 | 96.90 | temperature | 30.0 | 10 | < th | dose independent | rect. | 24 | 16 |
669 | 96.94 | wind | 9.0 | 270 | < th | dose independent | rect. | 15 | 15 |
673 | 96.95 | radiation | 30.0 | 1440 | < th | dose dependent | rect. | 18 | 11 |
685 | 96.99 | radiation | 20.0 | 90 | < th | dose independent | rect. | 16 | 17 |
697 | 97.06 | wind | 9.0 | 30 | < th | dose independent | rect. | 4 | 16 |
701 | 97.07 | humidity | 50.0 | 30 | > th | dose independent | rect. | 16 | 17 |
710 | 97.11 | wind | 9.0 | 30 | < th | dose independent | rect. | 20 | 8 |
724 | 97.15 | temperature | 30.0 | 30 | < th | dose independent | rect. | 20 | 8 |
725 | 97.15 | humidity | 50.0 | 30 | > th | dose independent | rect. | 20 | 8 |
729 | 97.15 | radiation | 1.0 | 30 | < th | dose independent | rect. | 20 | 8 |
736 | 97.15 | temperature | 10.0 | 30 | > th | dose independent | rect. | 4 | 16 |
739 | 97.15 | atmosphere | 1015.0 | 30 | < th | dose independent | rect. | 4 | 16 |
740 | 97.15 | radiation | 1.0 | 30 | < th | dose dependent | rect. | 20 | 8 |
759 | 97.19 | atmosphere | 1015.0 | 30 | < th | dose independent | rect. | 20 | 8 |
765 | 97.22 | wind | 9.0 | 90 | < th | dose dependent | rect. | 13 | 14 |
767 | 97.23 | temperature | 30.0 | 10 | < th | dose independent | rect. | 20 | 20 |
768 | 97.24 | precipitation | 0.1 | 30 | < th | dose independent | rect. | 16 | 17 |
772 | 97.24 | precipitation | 0.1 | 30 | < th | dose dependent | rect. | 16 | 17 |
779 | 97.25 | radiation | 40.0 | 270 | < th | dose dependent | rect. | 15 | 15 |
781 | 97.26 | radiation | 40.0 | 90 | < th | dose dependent | rect. | 16 | 17 |
791 | 97.29 | temperature | 30.0 | 270 | < th | dose dependent | rect. | 9 | 1 |
819 | 97.37 | wind | 9.0 | 270 | < th | dose dependent | rect. | 1 | 10 |
831 | 97.40 | radiation | 40.0 | 1440 | < th | dose dependent | rect. | 21 | 9 |
838 | 97.42 | wind | 7.0 | 270 | < th | dose independent | rect. | 11 | 14 |
843 | 97.43 | humidity | 50.0 | 30 | > th | dose dependent | rect. | 20 | 8 |
889 | 97.50 | temperature | 30.0 | 14400 | > th | dose independent | rect. | 11 | 1 |
916 | 97.56 | temperature | 30.0 | 14400 | < th | dose independent | rect. | 11 | 1 |
921 | 97.57 | temperature | 30.0 | 14400 | < th | dose independent | rect. | 14 | 1 |
923 | 97.57 | radiation | 40.0 | 1440 | < th | dose dependent | rect. | 23 | 7 |
939 | 97.58 | humidity | 70.0 | 720 | > th | dose independent | rect. | 16 | 9 |
943 | 97.58 | radiation | 40.0 | 10 | < th | dose independent | rect. | 16 | 17 |
950 | 97.59 | wind | 7.0 | 270 | < th | dose independent | rect. | 1 | 10 |
967 | 97.61 | humidity | 50.0 | 270 | > th | dose dependent | rect. | 18 | 8 |
973 | 97.64 | temperature | 30.0 | 14400 | > th | dose independent | rect. | 17 | 2 |
995 | 97.65 | temperature | 30.0 | 14400 | > th | dose independent | rect. | 11 | 4 |
996 | 97.65 | temperature | 30.0 | 14400 | < th | dose independent | rect. | 11 | 4 |