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Os07g0491600 |
blastp(Os)/ blastp(At)/ coex/// RAP/ RiceXPro/ SALAD/ ATTED-II |
Description : Conserved hypothetical protein.
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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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
85.42 | 0.434 | 9.3 | 0.129 | 0.22 | 0.724 | -0.27 | 0.462 | -0.0235 | 9.11 | 0.4438 | 4559 | -- | -- |
85.44 | 0.431 | 9.29 | 0.122 | 0.216 | 0.694 | -0.291 | -- | -0.0267 | 9.04 | 0.7258 | 5040 | -- | -- |
85.67 | 0.431 | 9.3 | 0.121 | 0.217 | 0.712 | -- | 0.459 | -0.0257 | 9.29 | 0.5312 | 4558 | -- | -- |
85.68 | 0.431 | 9.29 | 0.11 | 0.219 | 0.671 | -- | -- | -0.0266 | 9.29 | 0.7586 | 5040 | -- | -- |
88.41 | 0.438 | 9.3 | 0.119 | -- | 0.668 | -- | 0.307 | -0.024 | -- | 0.6596 | 4985 | -- | -- |
92.33 | 0.45 | 9.28 | -0.017 | 0.217 | -- | -0.254 | -- | 0.0415 | 9.03 | -- | -- | -- | -- |
92.54 | 0.45 | 9.28 | -0.0252 | 0.217 | -- | -- | -- | 0.0417 | 9.29 | -- | -- | -- | -- |
88.46 | 0.438 | 9.3 | 0.114 | -- | 0.65 | -- | -- | -0.0246 | -- | 0.8604 | 5020 | -- | -- |
85.97 | 0.432 | 9.29 | -- | 0.218 | 0.649 | -- | -- | -0.0298 | 9.21 | 0.6733 | 5040 | -- | -- |
95.28 | 0.456 | 9.28 | -0.0262 | -- | -- | -- | -- | 0.0426 | -- | -- | -- | -- | -- |
92.56 | 0.45 | 9.28 | -- | 0.217 | -- | -- | -- | 0.0445 | 9.3 | -- | -- | -- | -- |
88.76 | 0.439 | 9.3 | -- | -- | 0.649 | -- | -- | -0.0335 | -- | 0.7066 | 4984 | -- | -- |
95.29 | 0.456 | 9.28 | -- | -- | -- | -- | -- | 0.0455 | -- | -- | -- | -- | -- |
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 | 82.02 | temperature | 10.0 | 270 | > th | dose dependent | rect. | 3 | 15 |
3 | 82.32 | temperature | 30.0 | 90 | < th | dose independent | rect. | 9 | 18 |
31 | 83.32 | temperature | 30.0 | 270 | < th | dose independent | rect. | 7 | 18 |
36 | 83.36 | temperature | 15.0 | 270 | > th | dose dependent | rect. | 12 | 8 |
60 | 83.72 | temperature | 30.0 | 270 | < th | dose independent | rect. | 6 | 21 |
65 | 83.75 | temperature | 20.0 | 270 | > th | dose independent | rect. | 12 | 8 |
68 | 83.77 | temperature | 10.0 | 30 | > th | dose dependent | rect. | 12 | 21 |
73 | 83.87 | temperature | 30.0 | 720 | < th | dose dependent | rect. | 8 | 1 |
85 | 83.98 | temperature | 30.0 | 10 | < th | dose independent | rect. | 9 | 5 |
86 | 83.98 | humidity | 90.0 | 270 | < th | dose independent | rect. | 12 | 8 |
109 | 84.13 | wind | 9.0 | 43200 | < th | dose independent | rect. | 6 | 8 |
110 | 84.13 | wind | 9.0 | 43200 | > th | dose dependent | rect. | 10 | 5 |
112 | 84.15 | wind | 9.0 | 43200 | > th | dose independent | rect. | 5 | 9 |
113 | 84.15 | wind | 9.0 | 43200 | > th | dose independent | rect. | 2 | 12 |
117 | 84.16 | wind | 9.0 | 43200 | > th | dose independent | rect. | 8 | 6 |
128 | 84.17 | humidity | 90.0 | 4320 | > th | dose dependent | rect. | 18 | 1 |
131 | 84.18 | wind | 9.0 | 43200 | < th | dose independent | rect. | 2 | 12 |
132 | 84.18 | wind | 9.0 | 43200 | > th | dose independent | rect. | 24 | 14 |
139 | 84.19 | humidity | 50.0 | 90 | > th | dose independent | rect. | 9 | 18 |
142 | 84.20 | temperature | 20.0 | 720 | > th | dose dependent | sin | 6 | NA |
143 | 84.21 | radiation | 40.0 | 90 | < th | dose independent | rect. | 3 | 6 |
156 | 84.25 | temperature | 30.0 | 90 | < th | dose independent | rect. | 9 | 6 |
161 | 84.26 | precipitation | 0.1 | 90 | < th | dose independent | rect. | 3 | 6 |
163 | 84.26 | precipitation | 0.1 | 90 | < th | dose dependent | rect. | 3 | 6 |
167 | 84.28 | humidity | 60.0 | 90 | > th | dose independent | rect. | 3 | 6 |
168 | 84.29 | temperature | 30.0 | 270 | < th | dose independent | rect. | 7 | 5 |
171 | 84.29 | temperature | 20.0 | 720 | > th | dose dependent | rect. | 4 | 5 |
177 | 84.30 | atmosphere | 995.0 | 90 | > th | dose dependent | rect. | 9 | 18 |
186 | 84.34 | wind | 9.0 | 90 | < th | dose independent | rect. | 3 | 6 |
187 | 84.34 | temperature | 10.0 | 90 | > th | dose independent | rect. | 3 | 6 |
190 | 84.34 | atmosphere | 995.0 | 90 | > th | dose independent | rect. | 3 | 6 |
191 | 84.34 | atmosphere | 1015.0 | 90 | < th | dose independent | rect. | 3 | 6 |
193 | 84.34 | temperature | 10.0 | 90 | > th | dose independent | rect. | 9 | 18 |
197 | 84.34 | temperature | 20.0 | 720 | > th | dose dependent | rect. | 21 | 16 |
199 | 84.35 | humidity | 70.0 | 90 | > th | dose independent | rect. | 18 | 9 |
209 | 84.40 | temperature | 20.0 | 720 | > th | dose dependent | rect. | 1 | 13 |
213 | 84.41 | wind | 9.0 | 90 | < th | dose independent | rect. | 9 | 18 |
217 | 84.42 | radiation | 40.0 | 90 | < th | dose independent | rect. | 12 | 21 |
219 | 84.42 | temperature | 10.0 | 90 | > th | dose dependent | rect. | 3 | 6 |
220 | 84.42 | humidity | 90.0 | 14400 | > th | dose dependent | rect. | 18 | 7 |
225 | 84.43 | temperature | 20.0 | 720 | > th | dose dependent | rect. | 2 | 11 |
230 | 84.45 | atmosphere | 1005.0 | 90 | > th | dose independent | rect. | 9 | 18 |
235 | 84.46 | humidity | 70.0 | 270 | > th | dose independent | rect. | 16 | 10 |
240 | 84.47 | humidity | 90.0 | 14400 | > th | dose independent | rect. | 18 | 1 |
254 | 84.53 | temperature | 30.0 | 270 | < th | dose independent | rect. | 16 | 10 |
256 | 84.53 | humidity | 80.0 | 43200 | < th | dose dependent | rect. | 22 | 1 |
267 | 84.55 | temperature | 30.0 | 90 | < th | dose independent | rect. | 3 | 6 |
284 | 84.57 | humidity | 90.0 | 14400 | > th | dose dependent | sin | 16 | NA |
290 | 84.58 | humidity | 90.0 | 14400 | > th | dose dependent | rect. | 22 | 1 |
305 | 84.60 | temperature | 30.0 | 270 | < th | dose dependent | rect. | 7 | 18 |
328 | 84.65 | atmosphere | 995.0 | 90 | > th | dose independent | rect. | 9 | 18 |
336 | 84.66 | wind | 1.0 | 90 | > th | dose independent | rect. | 9 | 18 |
363 | 84.70 | wind | 9.0 | 43200 | > th | dose independent | sin | 5 | NA |
367 | 84.71 | wind | 7.0 | 43200 | > th | dose dependent | rect. | 5 | 9 |
379 | 84.73 | temperature | 30.0 | 90 | < th | dose independent | rect. | 18 | 9 |
398 | 84.75 | humidity | 80.0 | 43200 | < th | dose independent | rect. | 24 | 1 |
423 | 84.79 | wind | 9.0 | 43200 | < th | dose independent | sin | 5 | NA |
425 | 84.79 | atmosphere | 1005.0 | 90 | > th | dose independent | rect. | 18 | 9 |
446 | 84.81 | humidity | 50.0 | 270 | > th | dose independent | rect. | 7 | 18 |
447 | 84.81 | precipitation | 0.1 | 90 | < th | dose independent | rect. | 9 | 18 |
452 | 84.81 | precipitation | 0.1 | 90 | < th | dose dependent | rect. | 9 | 18 |
453 | 84.81 | humidity | 90.0 | 14400 | > th | dose dependent | rect. | 3 | 20 |
468 | 84.84 | temperature | 30.0 | 270 | < th | dose dependent | rect. | 7 | 16 |
470 | 84.84 | temperature | 10.0 | 90 | > th | dose dependent | rect. | 14 | 19 |
479 | 84.86 | temperature | 20.0 | 270 | > th | dose dependent | sin | 22 | NA |
499 | 84.89 | precipitation | 0.1 | 270 | < th | dose independent | rect. | 12 | 19 |
509 | 84.89 | precipitation | 0.1 | 270 | < th | dose dependent | rect. | 12 | 19 |
513 | 84.90 | radiation | 10.0 | 270 | < th | dose dependent | rect. | 16 | 11 |
518 | 84.91 | radiation | 1.0 | 14400 | > th | dose independent | rect. | 18 | 11 |
532 | 84.92 | temperature | 10.0 | 720 | > th | dose dependent | rect. | 2 | 7 |
535 | 84.93 | temperature | 30.0 | 270 | < th | dose independent | rect. | 9 | 1 |
550 | 84.94 | humidity | 90.0 | 14400 | < th | dose independent | rect. | 18 | 1 |
580 | 84.97 | atmosphere | 1005.0 | 270 | > th | dose independent | rect. | 16 | 10 |
582 | 84.97 | temperature | 10.0 | 720 | > th | dose dependent | rect. | 3 | 10 |
589 | 84.98 | radiation | 1.0 | 90 | > th | dose independent | rect. | 9 | 6 |
613 | 84.99 | temperature | 30.0 | 270 | < th | dose dependent | rect. | 7 | 6 |
620 | 84.99 | humidity | 90.0 | 14400 | > th | dose dependent | rect. | 15 | 19 |
623 | 85.00 | humidity | 80.0 | 43200 | > th | dose independent | rect. | 1 | 1 |
637 | 85.01 | humidity | 90.0 | 14400 | > th | dose independent | rect. | 18 | 5 |
643 | 85.01 | humidity | 90.0 | 14400 | > th | dose dependent | rect. | 15 | 17 |
650 | 85.02 | temperature | 30.0 | 270 | < th | dose independent | rect. | 21 | 15 |
658 | 85.02 | temperature | 30.0 | 270 | < th | dose dependent | rect. | 7 | 14 |
670 | 85.03 | wind | 1.0 | 43200 | > th | dose dependent | rect. | 6 | 1 |
701 | 85.05 | wind | 1.0 | 270 | > th | dose independent | rect. | 7 | 5 |
712 | 85.05 | temperature | 30.0 | 720 | < th | dose dependent | rect. | 23 | 12 |
718 | 85.06 | temperature | 10.0 | 270 | > th | dose independent | rect. | 7 | 5 |
719 | 85.06 | atmosphere | 995.0 | 270 | > th | dose independent | rect. | 7 | 5 |
720 | 85.06 | atmosphere | 1015.0 | 270 | < th | dose independent | rect. | 7 | 5 |
726 | 85.06 | temperature | 10.0 | 270 | > th | dose independent | rect. | 12 | 19 |
736 | 85.07 | precipitation | 0.1 | 90 | < th | dose independent | rect. | 15 | 18 |
737 | 85.07 | temperature | 30.0 | 270 | < th | dose independent | rect. | 16 | 21 |
745 | 85.07 | temperature | 10.0 | 720 | > th | dose dependent | rect. | 21 | 17 |
747 | 85.07 | precipitation | 0.1 | 90 | < th | dose dependent | rect. | 15 | 18 |
755 | 85.08 | precipitation | 0.1 | 270 | < th | dose independent | rect. | 7 | 5 |
761 | 85.08 | precipitation | 0.1 | 270 | < th | dose dependent | rect. | 7 | 5 |
762 | 85.08 | wind | 9.0 | 90 | < th | dose dependent | rect. | 3 | 6 |
787 | 85.10 | humidity | 50.0 | 270 | > th | dose independent | rect. | 7 | 5 |
812 | 85.11 | radiation | 1.0 | 270 | < th | dose independent | rect. | 16 | 11 |
814 | 85.11 | precipitation | 0.1 | 4320 | < th | dose independent | rect. | 1 | 20 |
815 | 85.11 | precipitation | 0.1 | 4320 | > th | dose independent | rect. | 24 | 21 |
823 | 85.11 | precipitation | 0.1 | 4320 | < th | dose dependent | rect. | 1 | 20 |
830 | 85.11 | humidity | 90.0 | 14400 | > th | dose dependent | rect. | 9 | 23 |
836 | 85.12 | humidity | 90.0 | 14400 | > th | dose dependent | no | NA | NA |
858 | 85.13 | humidity | 90.0 | 14400 | > th | dose independent | rect. | 13 | 11 |
860 | 85.13 | radiation | 40.0 | 90 | < th | dose independent | rect. | 15 | 18 |
863 | 85.13 | wind | 9.0 | 43200 | < th | dose dependent | rect. | 6 | 1 |
881 | 85.14 | wind | 9.0 | 270 | < th | dose independent | rect. | 7 | 5 |
900 | 85.15 | wind | 3.0 | 43200 | > th | dose independent | rect. | 6 | 1 |
905 | 85.15 | precipitation | 0.1 | 30 | < th | dose independent | rect. | 12 | 21 |
918 | 85.15 | precipitation | 0.1 | 30 | < th | dose dependent | rect. | 12 | 21 |
922 | 85.16 | temperature | 30.0 | 270 | < th | dose independent | rect. | 17 | 19 |
957 | 85.19 | humidity | 90.0 | 14400 | > th | dose independent | sin | 17 | NA |
959 | 85.19 | temperature | 10.0 | 1440 | > th | dose independent | rect. | 10 | 3 |
962 | 85.19 | atmosphere | 995.0 | 1440 | > th | dose independent | rect. | 10 | 3 |
968 | 85.19 | wind | 9.0 | 270 | < th | dose independent | rect. | 12 | 19 |
969 | 85.19 | temperature | 10.0 | 1440 | > th | dose independent | rect. | 13 | 21 |
978 | 85.19 | wind | 9.0 | 43200 | > th | dose dependent | rect. | 20 | 19 |