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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.

Os04g0161800

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

Description :


log2(Expression) ~ Norm(μ, σ2)

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

par. value (S.E.)
α : 2.93 (0.0324) R2 : 6.7e-05
β1 : -- (--) R2dD : -- R2D : --
β2 : -- (--) R2dC : -- R2C : --
β3 : -- (--) R2dE : -- R2E : --
β4 : -- (--) R2dD*C : -- R2D*C : --
β5 : -- (--) R2dD*E : -- R2D*E : --
γ1 : 0.0119 (0.0683) R2dN8 : 8.65e-05 R2N8 : 6.7e-05
σ : 0.611
deviance : 171.29
__
_____
C
peak time of C : --
E
wheather : --
threshold : --
memory length : --
response mode : --
dose dependency : --
G
type of G : --
peak or start time of G : --
open length of G : --

__

Dependence on each variable

Residual plot

Process of the parameter reduction
(fixed parameters. wheather = humidity, 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
162.19 0.598 2.92 0.137 0.19 1.02 -0.244 -3.51 0.0593 5.36 56.96 14 -- --
167.34 0.607 2.92 0.119 0.155 0.44 0.621 -- 0.0515 2.02 67.03 3 -- --
162.21 0.593 2.93 0.13 0.192 1.23 -- -3.99 0.0574 4.76 55.72 13 -- --
167.92 0.604 2.92 0.0943 0.252 0.373 -- -- 0.0381 4.06 75 8 -- --
164.08 0.597 2.93 0.14 -- 1.17 -- -4.06 0.0606 -- 55.43 13 -- --
168.37 0.608 2.92 0.141 0.0748 -- -0.797 -- 0.0247 9.16 -- -- -- --
169.76 0.61 2.92 0.107 0.151 -- -- -- 0.0207 5.57 -- -- -- --
170 0.61 2.92 0.106 -- 0.308 -- -- 0.042 -- 64 14 -- --
168.15 0.604 2.92 -- 0.256 0.378 -- -- 0.028 4.04 75 10 -- --
170.95 0.611 2.92 0.112 -- -- -- -- 0.0244 -- -- -- -- --
170.07 0.61 2.93 -- 0.153 -- -- -- 0.00877 5.54 -- -- -- --
170.29 0.608 2.92 -- -- 0.306 -- -- 0.0302 -- 63.07 8 -- --
171.29 0.611 2.93 -- -- -- -- -- 0.0119 -- -- -- -- --

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
1 151.62 temperature 25.0 30 > th dose dependent rect. 5 1
3 151.79 precipitation 0.1 10 > th dose independent rect. 19 1
13 151.79 precipitation 0.1 10 > th dose dependent rect. 19 1
71 154.54 wind 7.0 30 > th dose dependent rect. 19 1
73 155.51 temperature 25.0 10 > th dose independent rect. 5 1
98 156.35 wind 7.0 90 > th dose independent rect. 24 9
100 156.52 wind 7.0 90 > th dose dependent rect. 24 9
127 156.85 humidity 70.0 4320 > th dose independent rect. 20 11
130 157.13 radiation 1.0 30 > th dose dependent rect. 5 1
143 157.17 wind 3.0 10 > th dose dependent rect. 1 5
146 157.28 wind 7.0 90 > th dose independent rect. 24 5
161 157.30 precipitation 0.1 270 > th dose independent rect. 22 1
163 157.30 precipitation 0.1 270 > th dose dependent rect. 22 1
164 157.30 wind 7.0 90 > th dose dependent rect. 24 4
175 157.33 wind 5.0 90 > th dose independent rect. 1 1
178 157.33 wind 5.0 90 > th dose dependent rect. 1 1
204 157.83 wind 3.0 10 > th dose independent rect. 2 1
212 157.95 wind 3.0 10 > th dose dependent rect. 1 1
230 158.11 humidity 70.0 4320 > th dose independent rect. 20 1
241 158.41 radiation 1.0 720 > th dose independent rect. 10 8
242 158.48 humidity 70.0 4320 > th dose independent rect. 20 8
253 158.53 wind 7.0 30 > th dose independent rect. 19 1
258 158.58 wind 9.0 4320 > th dose independent rect. 3 1
290 158.58 wind 9.0 4320 > th dose dependent rect. 3 1
327 158.66 humidity 70.0 4320 < th dose independent rect. 20 12
329 158.68 wind 1.0 720 < th dose dependent rect. 17 1
331 158.69 wind 1.0 270 < th dose independent rect. 19 1
333 158.69 wind 1.0 270 < th dose dependent rect. 19 1
353 158.88 humidity 70.0 4320 < th dose dependent rect. 20 11
354 158.89 wind 1.0 720 < th dose dependent rect. 17 3
362 159.01 humidity 60.0 720 > th dose independent rect. 3 8
365 159.03 humidity 70.0 4320 < th dose dependent rect. 19 14
369 159.08 wind 1.0 720 < th dose dependent rect. 16 5
371 159.12 humidity 70.0 4320 > th dose independent rect. 20 5
378 159.20 humidity 60.0 720 < th dose independent rect. 8 3
422 159.51 humidity 50.0 10 > th dose independent rect. 3 23
434 159.69 radiation 1.0 720 > th dose independent rect. 10 19
470 159.85 humidity 70.0 4320 < th dose dependent rect. 6 3
488 159.97 precipitation 0.1 10 < th dose independent sin 22 NA
489 159.97 precipitation 0.1 10 < th dose dependent sin 22 NA
502 160.13 radiation 1.0 720 < th dose independent rect. 17 8
505 160.19 humidity 70.0 4320 > th dose independent rect. 24 7
508 160.24 radiation 1.0 720 < th dose independent rect. 15 10
509 160.25 humidity 70.0 4320 < th dose independent rect. 6 2
519 160.28 wind 3.0 10 > th dose independent rect. 1 5
528 160.33 humidity 70.0 4320 > th dose independent rect. 5 2
543 160.35 humidity 90.0 720 < th dose independent rect. 10 8
544 160.35 wind 9.0 43200 > th dose dependent rect. 3 5
549 160.40 wind 9.0 43200 > th dose independent rect. 3 6
568 160.46 wind 3.0 720 < th dose dependent rect. 14 1
580 160.50 humidity 70.0 4320 < th dose independent rect. 19 14
586 160.53 humidity 60.0 270 < th dose independent sin 9 NA
589 160.57 radiation 1.0 720 < th dose independent rect. 9 16
593 160.58 humidity 70.0 4320 < th dose independent rect. 20 1
604 160.58 humidity 70.0 4320 < th dose dependent rect. 20 1
621 160.65 humidity 70.0 4320 > th dose independent rect. 4 4
623 160.66 radiation 1.0 720 > th dose independent rect. 17 1
627 160.68 humidity 60.0 720 < th dose dependent rect. 8 3
686 160.79 radiation 1.0 720 < th dose independent rect. 15 3
700 160.85 humidity 50.0 10 > th dose independent sin 9 NA
707 160.87 radiation 1.0 720 < th dose independent rect. 8 10
708 160.88 humidity 60.0 270 > th dose independent sin 9 NA
714 160.92 humidity 60.0 4320 > th dose independent rect. 18 16
720 160.94 humidity 60.0 90 > th dose independent rect. 3 12
721 160.95 wind 1.0 1440 > th dose independent rect. 19 1
723 160.96 wind 9.0 43200 < th dose independent rect. 4 5
740 161.01 precipitation 0.1 10 > th dose independent sin 22 NA
775 161.11 humidity 60.0 4320 < th dose independent rect. 18 16
776 161.11 humidity 60.0 30 < th dose dependent sin 8 NA
780 161.13 wind 5.0 10 > th dose independent rect. 16 4
781 161.13 humidity 90.0 270 < th dose independent rect. 10 14
787 161.17 radiation 1.0 720 > th dose independent sin 19 NA
788 161.17 humidity 80.0 720 > th dose independent rect. 15 4
803 161.19 wind 9.0 43200 < th dose independent rect. 7 1
817 161.21 precipitation 0.1 10 > th dose dependent sin 22 NA
840 161.23 wind 9.0 4320 > th dose dependent rect. 14 1
853 161.26 atmosphere 1005.0 270 < th dose independent rect. 22 2
856 161.26 humidity 70.0 270 < th dose dependent sin 8 NA
868 161.29 humidity 50.0 4320 > th dose independent rect. 16 1
895 161.34 humidity 90.0 720 < th dose independent rect. 10 10
915 161.37 temperature 20.0 1440 < th dose dependent rect. 2 1
932 161.40 humidity 50.0 10 > th dose independent sin 3 NA
938 161.41 radiation 1.0 720 < th dose independent sin 18 NA
950 161.45 wind 9.0 43200 < th dose independent rect. 24 9
957 161.47 humidity 80.0 720 > th dose dependent rect. 14 6
985 161.55 wind 9.0 4320 < th dose independent rect. 3 1
992 161.57 humidity 90.0 270 < th dose independent sin 18 NA