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Os07g0598000

blastp(Os)/ blastp(At)/ coex/// RAP/ RiceXPro/ SALAD/ ATTED-II

Description : Similar to NADPH HC toxin reductase (Fragment).


log2(Expression) ~ Norm(μ, σ2)

μ = α + β1D + β2C + β3E + β4D*C + β5D*E + γ1N8

par. value (S.E.)
α : 9.74 (0.0478) R2 : 0.784
β1 : 2.67 (0.175) R2dD : 0.115 R2D : 0.112
β2 : 5.03 (0.138) R2dC : 0.777 R2C : 0.334
β3 : 2.89 (0.123) R2dE : 0.324 R2E : -0.0891
β4 : -- (--) R2dD*C : -- R2D*C : --
β5 : -- (--) R2dD*E : -- R2D*E : --
γ1 : 0.382 (0.102) R2dN8 : 0.00864 R2N8 : -0.0147
σ : 0.893
deviance : 367.75
__
_____
C
peak time of C : 18.4
E
wheather : radiation
threshold : 10.87
memory length : 23
response mode : < th
dose dependency : dose dependent
G
type of G : sin
peak or start time of G : 1.8
open length of G : --

__

Dependence on each variable

Residual plot

Process of the parameter reduction
(fixed parameters. wheather = radiation, response mode = < th, dose dependency = dose dependent, type of G = sin)

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
355.14 0.885 9.74 2.62 5 2.85 -1.77 -1.79 0.378 18.4 11.65 27 1.93 --
365.2 0.89 9.75 2.65 5.02 2.84 -1.03 -- 0.378 18.4 11.14 23 1.87 --
361.49 0.886 9.74 2.62 4.99 3.01 -- -1.4 0.361 18.2 11.36 26 2.21 --
367.75 0.893 9.74 2.67 5.03 2.89 -- -- 0.382 18.4 10.87 23 1.8 --
469.61 1.01 9.64 2.66 -- 4.23 -- -2.49 0.314 -- 116.5 54 10.1 --
430.07 0.972 9.77 2.64 4.32 -- -2.42 -- 0.232 20.6 -- -- -- --
449.13 0.992 9.77 2.72 4.33 -- -- -- 0.232 20.6 -- -- -- --
449.87 0.988 9.65 2.72 -- 4.31 -- -- 0.23 -- 4816 15 9.51 --
554.97 1.1 9.81 -- 5 2.95 -- -- 0.108 18.4 9.952 32 1.74 --
1505.75 1.81 9.66 2.71 -- -- -- -- 0.194 -- -- -- -- --
644.12 1.19 9.84 -- 4.32 -- -- -- -0.0707 20.7 -- -- -- --
644.8 1.18 9.72 -- -- 4.3 -- -- -0.0659 -- 5307 32 9.61 --
1699.04 1.92 9.73 -- -- -- -- -- -0.106 -- -- -- -- --

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
1 356.91 radiation 40.0 90 < th dose independent rect. 5 6
2 357.53 radiation 10.0 30 < th dose dependent sin 8 NA
3 358.12 temperature 15.0 90 > th dose independent rect. 5 18
5 358.52 humidity 60.0 90 > th dose dependent rect. 23 6
7 358.55 radiation 1.0 90 > th dose independent sin 8 NA
8 358.75 radiation 1.0 90 < th dose independent rect. 23 8
12 359.15 radiation 1.0 90 < th dose independent rect. 23 12
13 359.32 radiation 1.0 90 < th dose dependent rect. 23 9
19 359.64 temperature 20.0 30 > th dose independent rect. 5 7
20 359.65 radiation 1.0 90 < th dose dependent rect. 23 12
24 359.98 radiation 40.0 270 < th dose independent rect. 13 10
27 360.29 radiation 1.0 90 < th dose independent rect. 23 16
28 360.45 radiation 1.0 90 < th dose independent sin 8 NA
31 360.76 radiation 1.0 90 < th dose dependent rect. 23 16
33 361.01 wind 7.0 30 < th dose independent rect. 12 17
41 362.01 radiation 1.0 90 < th dose dependent rect. 23 18
46 362.51 radiation 40.0 270 < th dose independent rect. 3 7
49 362.69 temperature 15.0 270 > th dose independent rect. 3 20
51 363.28 wind 9.0 270 < th dose dependent rect. 4 5
52 363.34 wind 7.0 10 < th dose independent rect. 5 7
53 363.44 wind 7.0 90 < th dose independent rect. 23 6
54 363.49 temperature 10.0 270 > th dose dependent rect. 8 20
55 363.50 precipitation 0.1 90 < th dose independent rect. 23 6
56 363.50 precipitation 0.1 90 < th dose dependent rect. 23 6
61 363.62 temperature 10.0 90 > th dose independent rect. 23 6
62 363.62 temperature 30.0 90 < th dose independent rect. 23 6
63 363.62 humidity 50.0 90 > th dose independent rect. 23 6
66 363.62 atmosphere 995.0 90 > th dose independent rect. 23 6
67 363.62 radiation 20.0 90 < th dose independent rect. 23 6
71 363.71 radiation 40.0 90 < th dose dependent rect. 23 6
73 363.76 wind 7.0 270 < th dose independent rect. 9 19
80 364.17 temperature 10.0 90 > th dose dependent rect. 11 18
82 364.24 wind 7.0 270 < th dose independent rect. 10 17
84 364.43 wind 9.0 90 < th dose dependent rect. 23 6
85 364.52 temperature 10.0 270 > th dose dependent rect. 9 18
88 364.73 precipitation 0.1 30 < th dose independent rect. 12 17
89 364.73 precipitation 0.1 30 < th dose dependent rect. 12 17
91 364.84 precipitation 0.1 270 < th dose independent rect. 9 19
92 364.84 precipitation 0.1 270 < th dose dependent rect. 9 19
93 364.86 atmosphere 1015.0 90 < th dose independent rect. 23 6
96 364.90 precipitation 0.1 270 < th dose independent rect. 10 17
98 364.90 precipitation 0.1 270 < th dose dependent rect. 10 17
105 365.15 wind 3.0 270 < th dose independent rect. 4 5
115 365.69 temperature 15.0 270 > th dose independent rect. 3 7
117 365.78 temperature 15.0 270 > th dose independent rect. 14 9
121 365.99 precipitation 0.1 90 < th dose independent rect. 5 18
122 365.99 precipitation 0.1 90 < th dose dependent rect. 5 18
125 366.21 precipitation 0.1 90 < th dose independent rect. 5 6
126 366.21 precipitation 0.1 90 < th dose dependent rect. 5 6
131 366.25 atmosphere 995.0 30 > th dose independent rect. 5 7
132 366.25 atmosphere 1015.0 30 < th dose independent rect. 5 7
133 366.25 temperature 10.0 30 > th dose independent rect. 12 17
134 366.34 wind 9.0 90 < th dose independent rect. 5 18
141 366.47 atmosphere 1015.0 90 < th dose independent rect. 5 18
142 366.51 temperature 30.0 270 < th dose independent rect. 17 15
143 366.69 radiation 40.0 270 < th dose dependent rect. 3 20
144 366.78 precipitation 0.1 270 < th dose independent rect. 3 6
145 366.78 humidity 60.0 270 > th dose independent rect. 17 15
146 366.78 precipitation 0.1 270 < th dose dependent rect. 3 6
147 366.79 radiation 1.0 10 > th dose independent rect. 5 7
160 366.81 wind 9.0 270 < th dose dependent rect. 3 7
173 366.98 wind 9.0 270 < th dose independent rect. 3 6
176 366.98 humidity 50.0 270 > th dose independent rect. 3 6
177 366.98 atmosphere 995.0 270 > th dose independent rect. 3 6
178 366.98 atmosphere 1015.0 270 < th dose independent rect. 3 6
179 366.98 temperature 10.0 270 > th dose independent rect. 9 18
186 367.09 precipitation 0.1 270 < th dose independent rect. 21 7
187 367.09 precipitation 0.1 270 < th dose dependent rect. 21 7
188 367.10 wind 1.0 270 > th dose independent rect. 8 9
189 367.23 temperature 30.0 270 < th dose independent rect. 4 5
206 367.66 wind 7.0 270 < th dose independent rect. 21 7
213 367.73 wind 9.0 270 < th dose dependent rect. 21 7
224 367.88 humidity 50.0 270 > th dose dependent rect. 21 7
226 368.01 atmosphere 995.0 30 > th dose independent rect. 12 17
227 368.04 temperature 10.0 270 > th dose independent rect. 21 7
228 368.04 temperature 30.0 270 < th dose independent rect. 21 7
229 368.04 humidity 50.0 270 > th dose independent rect. 21 7
232 368.04 atmosphere 995.0 270 > th dose independent rect. 21 7
233 368.04 radiation 1.0 270 < th dose independent rect. 21 7
239 368.04 radiation 1.0 270 < th dose dependent rect. 21 7
254 368.38 radiation 20.0 270 < th dose independent rect. 4 5
260 368.47 humidity 50.0 270 > th dose independent rect. 23 15
266 368.76 wind 9.0 270 < th dose independent rect. 23 15
271 368.95 temperature 10.0 10 > th dose dependent rect. 12 17
275 369.06 atmosphere 1015.0 90 < th dose dependent rect. 23 6
276 369.15 wind 9.0 270 < th dose independent rect. 8 9
278 369.20 temperature 10.0 270 > th dose independent rect. 23 15
279 369.20 atmosphere 995.0 270 > th dose independent rect. 23 15
280 369.22 radiation 40.0 270 < th dose independent rect. 3 20
282 369.26 radiation 40.0 90 < th dose independent rect. 5 20
286 369.40 atmosphere 995.0 90 > th dose independent rect. 5 18
298 369.69 radiation 20.0 270 < th dose independent rect. 3 20
299 369.70 humidity 50.0 270 > th dose independent rect. 14 9
305 369.78 radiation 10.0 10 < th dose dependent rect. 23 7
308 369.96 atmosphere 995.0 270 > th dose independent rect. 17 15
309 370.00 temperature 10.0 90 > th dose dependent rect. 23 6
318 370.17 atmosphere 1015.0 270 < th dose independent rect. 23 15
332 370.26 precipitation 0.1 270 < th dose independent rect. 23 15
333 370.26 precipitation 0.1 270 < th dose dependent rect. 23 15
340 370.43 temperature 10.0 270 > th dose independent rect. 8 9
341 370.43 atmosphere 1015.0 270 < th dose independent rect. 8 9
342 370.43 temperature 10.0 270 > th dose independent rect. 17 15
343 370.43 wind 9.0 30 < th dose dependent rect. 12 17
356 370.58 wind 9.0 270 < th dose independent rect. 7 22
359 370.68 wind 7.0 270 < th dose dependent rect. 5 2
362 370.75 atmosphere 1015.0 30 < th dose independent rect. 12 17
366 370.82 humidity 50.0 270 > th dose dependent rect. 23 4
375 371.20 temperature 10.0 270 > th dose dependent rect. 23 16
378 371.29 precipitation 0.1 270 < th dose independent rect. 8 9
379 371.29 precipitation 0.1 270 < th dose dependent rect. 8 9
386 371.39 humidity 50.0 10 > th dose dependent rect. 23 7
388 371.46 precipitation 0.1 270 < th dose independent rect. 23 4
390 371.46 wind 9.0 270 < th dose independent rect. 17 15
392 371.46 precipitation 0.1 270 < th dose dependent rect. 23 4
397 371.56 radiation 40.0 270 < th dose dependent rect. 4 5
399 371.60 wind 7.0 270 < th dose independent rect. 23 4
407 371.69 temperature 10.0 270 > th dose independent rect. 23 4
408 371.69 temperature 30.0 270 < th dose independent rect. 23 4
409 371.69 humidity 50.0 270 > th dose independent rect. 23 4
412 371.69 atmosphere 995.0 270 > th dose independent rect. 23 4
413 371.69 radiation 1.0 270 < th dose independent rect. 23 4
419 371.69 radiation 1.0 270 < th dose dependent rect. 23 4
431 371.79 wind 9.0 270 < th dose dependent rect. 23 4
451 371.94 wind 9.0 270 < th dose independent rect. 14 9
459 371.97 radiation 40.0 270 < th dose independent rect. 17 15
463 372.00 radiation 40.0 90 < th dose independent rect. 5 18
471 372.18 precipitation 0.1 270 < th dose independent rect. 7 22
475 372.18 precipitation 0.1 270 < th dose dependent rect. 7 22
501 372.44 atmosphere 1015.0 270 < th dose independent rect. 23 4
504 372.49 precipitation 0.1 270 < th dose independent rect. 5 2
505 372.49 precipitation 0.1 270 < th dose dependent rect. 5 2
511 372.63 temperature 15.0 270 > th dose independent rect. 7 22
516 372.67 temperature 10.0 270 > th dose independent rect. 5 2
518 372.67 temperature 30.0 270 < th dose independent rect. 5 2
519 372.67 humidity 50.0 270 > th dose independent rect. 5 2
521 372.67 atmosphere 995.0 270 > th dose independent rect. 5 2
522 372.67 atmosphere 1015.0 270 < th dose independent rect. 5 2
523 372.67 radiation 40.0 270 < th dose independent rect. 5 2
528 372.77 radiation 40.0 270 < th dose independent rect. 2 22
532 372.86 wind 9.0 10 < th dose dependent rect. 23 7
534 372.92 atmosphere 1015.0 270 < th dose independent rect. 21 7
562 373.55 humidity 50.0 270 > th dose independent rect. 4 17
601 373.93 temperature 10.0 1440 > th dose independent rect. 5 8
604 373.93 atmosphere 995.0 1440 > th dose independent rect. 5 8
605 373.93 temperature 10.0 1440 > th dose independent rect. 13 16
639 374.36 atmosphere 995.0 270 > th dose independent rect. 8 9
643 374.40 temperature 10.0 270 > th dose dependent rect. 23 4
652 374.45 humidity 50.0 10 > th dose independent rect. 12 17
653 374.45 temperature 30.0 270 < th dose dependent rect. 4 5
657 374.49 humidity 90.0 10 < th dose independent rect. 6 6
665 374.58 atmosphere 1015.0 270 < th dose dependent rect. 23 4
671 374.67 wind 1.0 270 > th dose independent rect. 15 8
675 374.72 wind 1.0 10 > th dose independent rect. 5 7
691 374.89 wind 1.0 90 > th dose independent rect. 5 18
709 375.17 radiation 40.0 270 < th dose dependent rect. 5 2
713 375.21 temperature 30.0 10 < th dose independent rect. 6 17
716 375.23 wind 9.0 10 < th dose independent rect. 23 7
717 375.23 temperature 10.0 10 > th dose independent rect. 23 7
718 375.23 temperature 30.0 10 < th dose independent rect. 23 7
719 375.23 humidity 50.0 10 > th dose independent rect. 23 7
722 375.23 atmosphere 995.0 10 > th dose independent rect. 23 7
723 375.23 radiation 20.0 10 < th dose independent rect. 23 7
726 375.23 temperature 10.0 10 > th dose independent rect. 6 17
728 375.23 atmosphere 1015.0 10 < th dose independent rect. 6 17
744 375.35 humidity 50.0 270 > th dose dependent rect. 5 2
766 375.50 atmosphere 1015.0 270 < th dose independent rect. 9 18
782 375.65 precipitation 0.1 270 < th dose independent rect. 3 20
784 375.65 precipitation 0.1 270 < th dose dependent rect. 3 20
823 375.75 radiation 40.0 270 < th dose dependent rect. 14 9
825 375.80 humidity 50.0 90 > th dose dependent rect. 23 16
845 375.99 atmosphere 1015.0 10 < th dose independent rect. 23 7
851 376.06 atmosphere 995.0 270 > th dose independent rect. 9 19
870 376.09 wind 9.0 270 < th dose independent rect. 3 20
875 376.12 precipitation 0.1 270 < th dose independent rect. 17 15
876 376.12 precipitation 0.1 270 < th dose dependent rect. 17 15
878 376.14 temperature 10.0 1440 > th dose independent rect. 24 7
881 376.14 temperature 30.0 1440 < th dose independent rect. 24 7
885 376.14 humidity 50.0 1440 > th dose independent rect. 24 7
890 376.14 atmosphere 995.0 1440 > th dose independent rect. 24 7
891 376.14 radiation 40.0 1440 < th dose independent rect. 24 7
896 376.14 temperature 10.0 1440 > th dose independent rect. 7 17
909 376.21 wind 9.0 270 < th dose dependent rect. 10 17
930 376.38 temperature 30.0 90 < th dose independent rect. 5 18
954 376.55 precipitation 0.1 10 < th dose independent rect. 6 17
955 376.55 precipitation 0.1 10 < th dose dependent rect. 6 17
964 376.67 wind 9.0 10 < th dose independent rect. 6 17