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Notice!
This gene did NOT pass the analysis criteria (log2(expression) > 5 in more than 80% of samples & normality of residuals was not rejected).
The modeling results may be unreliable.

Os09g0479900

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

Description : Conserved hypothetical protein.


log2(Expression) ~ Norm(μ, σ2)

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

par. value (S.E.)
α : 5.31 (0.0445) R2 : 0.693
β1 : 0.198 (0.163) R2dD : 0.000385 R2D : -0.00245
β2 : 2.77 (0.108) R2dC : 0.465 R2C : 0.56
β3 : 1.88 (0.154) R2dE : 0.103 R2E : 0.192
β4 : -- (--) R2dD*C : -- R2D*C : --
β5 : 3.81 (0.658) R2dD*E : 0.0234 R2D*E : 0.0318
γ1 : -0.135 (0.0949) R2dN8 : 0.00141 R2N8 : 0.000666
σ : 0.83
deviance : 317.71
__
_____
C
peak time of C : 23.2
E
wheather : radiation
threshold : 0.6544
memory length : 127
response mode : < th
dose dependency : dose dependent
G
type of G : sin
peak or start time of G : 20.4
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
313.46 0.832 5.32 0.173 2.78 1.81 1.04 3.62 -0.122 23.4 0.6063 121 20.1 --
330.46 0.847 5.32 0.117 2.8 1.72 1.47 -- -0.113 23.4 1.318 107 20.6 --
317.71 0.83 5.31 0.198 2.77 1.88 -- 3.81 -0.135 23.2 0.6544 127 20.4 --
339.2 0.858 5.32 0.0604 2.75 1.87 -- -- -0.11 23.1 1.39 113 21 --
385.6 0.915 5.24 0.154 -- 2.91 -- 1.8 -0.142 -- 16.14 6 4.98 --
383 0.917 5.32 0.108 3.17 -- 2.06 -- -0.194 0.464 -- -- -- --
400.95 0.938 5.32 0.0305 3.17 -- -- -- -0.203 0.381 -- -- -- --
395.89 0.927 5.27 0.0428 -- 3.06 -- -- -0.185 -- 42.96 9 5.42 --
339.27 0.858 5.32 -- 2.74 1.87 -- -- -0.111 23.1 1.508 110 21 --
1030.52 1.5 5.26 0.137 -- -- -- -- -0.152 -- -- -- -- --
400.97 0.937 5.32 -- 3.17 -- -- -- -0.206 0.381 -- -- -- --
395.84 0.927 5.27 -- -- 3.05 -- -- -0.179 -- 42.78 13 5.45 --
1031.02 1.5 5.27 -- -- -- -- -- -0.167 -- -- -- -- --

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
1 308.23 wind 7.0 30 < th dose independent rect. 6 21
3 310.14 wind 9.0 90 < th dose dependent rect. 6 20
4 310.22 wind 7.0 270 < th dose independent rect. 4 21
12 312.67 radiation 10.0 10 < th dose independent rect. 3 3
19 313.29 precipitation 0.1 30 < th dose independent rect. 6 21
20 313.29 precipitation 0.1 30 < th dose dependent rect. 6 21
22 313.73 temperature 15.0 10 > th dose independent rect. 6 21
23 313.76 radiation 40.0 10 < th dose dependent rect. 3 3
27 313.89 wind 9.0 10 < th dose independent rect. 3 3
28 313.89 temperature 10.0 10 > th dose independent rect. 3 3
30 313.89 temperature 30.0 10 < th dose independent rect. 3 3
31 313.89 humidity 50.0 10 > th dose independent rect. 3 3
34 313.89 atmosphere 995.0 10 > th dose independent rect. 3 3
35 313.89 atmosphere 1010.0 10 < th dose independent rect. 3 3
62 314.29 wind 9.0 270 < th dose dependent rect. 4 21
64 314.49 precipitation 0.1 270 < th dose independent rect. 4 21
66 314.49 precipitation 0.1 270 < th dose dependent rect. 4 21
67 314.50 radiation 1.0 90 > th dose independent sin 3 NA
69 314.56 wind 7.0 270 < th dose independent rect. 5 10
74 314.76 radiation 1.0 90 < th dose independent rect. 3 7
79 314.87 precipitation 0.1 30 < th dose independent rect. 3 3
81 314.87 precipitation 0.1 30 < th dose dependent rect. 3 3
87 315.16 radiation 1.0 90 < th dose dependent rect. 3 7
111 315.98 wind 9.0 270 < th dose dependent rect. 5 11
112 315.99 humidity 50.0 30 > th dose dependent rect. 3 3
114 316.14 radiation 1.0 90 < th dose dependent rect. 3 14
117 316.24 radiation 1.0 90 < th dose independent rect. 3 12
118 316.25 wind 9.0 30 < th dose dependent rect. 3 3
123 316.56 atmosphere 995.0 10 > th dose dependent rect. 3 3
124 316.59 radiation 1.0 90 < th dose dependent rect. 3 12
127 316.68 radiation 30.0 10 < th dose dependent rect. 16 14
139 317.03 temperature 10.0 270 > th dose independent rect. 1 3
141 317.03 temperature 30.0 270 < th dose independent rect. 1 3
142 317.03 humidity 50.0 270 > th dose independent rect. 1 3
145 317.03 atmosphere 995.0 270 > th dose independent rect. 1 3
146 317.03 atmosphere 1010.0 270 < th dose independent rect. 1 3
153 317.03 temperature 10.0 270 > th dose independent rect. 4 21
161 317.05 wind 9.0 270 < th dose independent rect. 1 3
167 317.27 radiation 1.0 90 < th dose dependent sin 2 NA
173 317.60 temperature 10.0 30 > th dose dependent rect. 3 3
214 317.99 precipitation 0.1 270 < th dose independent rect. 1 3
215 317.99 precipitation 0.1 270 < th dose dependent rect. 1 3
340 319.68 wind 9.0 1440 < th dose independent rect. 3 4
341 319.68 temperature 10.0 1440 > th dose independent rect. 3 4
344 319.68 temperature 30.0 1440 < th dose independent rect. 3 4
348 319.68 humidity 50.0 1440 > th dose independent rect. 3 4
353 319.68 atmosphere 995.0 1440 > th dose independent rect. 3 4
354 319.68 radiation 40.0 1440 < th dose independent rect. 3 4
358 319.68 temperature 10.0 1440 > th dose independent rect. 7 20
401 320.34 atmosphere 995.0 10 > th dose independent rect. 6 21
421 320.69 radiation 40.0 270 < th dose independent rect. 15 14
424 320.74 precipitation 0.1 270 < th dose independent rect. 5 10
425 320.74 precipitation 0.1 270 < th dose dependent rect. 5 10
426 320.75 temperature 10.0 270 > th dose independent rect. 5 10
427 320.75 atmosphere 1015.0 270 < th dose independent rect. 5 10
428 320.75 temperature 10.0 270 > th dose independent rect. 15 14
432 320.81 temperature 30.0 90 < th dose dependent rect. 3 2
448 320.86 atmosphere 1015.0 1440 < th dose independent rect. 4 3
460 320.91 wind 1.0 270 > th dose independent rect. 1 3
492 321.18 precipitation 0.1 10 < th dose independent rect. 6 10
494 321.18 precipitation 0.1 10 < th dose dependent rect. 6 10
505 321.31 temperature 10.0 10 > th dose independent rect. 6 10
507 321.31 atmosphere 1015.0 10 < th dose independent rect. 6 10
508 321.31 temperature 10.0 10 > th dose independent rect. 16 14
509 321.31 radiation 40.0 10 < th dose independent rect. 16 14
533 321.49 radiation 1.0 270 < th dose dependent rect. 24 18
535 321.57 radiation 1.0 270 < th dose dependent rect. 23 21
546 321.76 wind 9.0 10 < th dose independent rect. 6 10
552 321.85 radiation 1.0 270 < th dose dependent rect. 24 8
555 321.87 radiation 1.0 90 < th dose independent sin 3 NA
562 321.93 atmosphere 995.0 270 > th dose independent rect. 5 10
570 322.09 atmosphere 995.0 10 > th dose independent rect. 6 10
574 322.14 radiation 1.0 270 < th dose independent rect. 24 8
587 322.28 atmosphere 995.0 10 > th dose independent rect. 16 14
694 323.22 temperature 15.0 270 > th dose independent rect. 9 10
725 323.60 wind 9.0 270 < th dose independent rect. 15 14
771 324.21 wind 9.0 270 < th dose dependent rect. 13 11
780 324.36 atmosphere 1015.0 10 < th dose independent rect. 16 14
800 324.57 wind 7.0 270 < th dose independent rect. 19 14
807 324.68 humidity 50.0 10 > th dose independent rect. 16 14
821 324.90 wind 9.0 10 < th dose independent rect. 16 14
823 324.91 wind 1.0 270 > th dose independent rect. 9 10
826 324.92 precipitation 0.1 10 < th dose independent rect. 16 14
827 324.92 precipitation 0.1 10 < th dose dependent rect. 16 14
874 325.51 wind 7.0 270 < th dose independent rect. 13 11
875 325.51 temperature 30.0 270 < th dose independent rect. 19 14
876 325.53 precipitation 0.1 270 < th dose independent rect. 19 14
877 325.53 precipitation 0.1 270 < th dose dependent rect. 19 14
907 325.63 wind 9.0 720 < th dose independent rect. 4 13
913 325.72 wind 9.0 720 < th dose independent rect. 20 21
919 325.78 radiation 1.0 270 < th dose independent rect. 23 20
990 326.28 atmosphere 1015.0 270 < th dose independent rect. 9 10
991 326.28 temperature 10.0 270 > th dose independent rect. 19 14
992 326.28 humidity 50.0 270 > th dose independent rect. 19 14
993 326.28 atmosphere 995.0 270 > th dose independent rect. 19 14