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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.

Os11g0435500

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

Description : Raffinose synthase family protein.


log2(Expression) ~ Norm(μ, σ2)

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

par. value (S.E.)
α : 4.77 (0.0364) R2 : 0.516
β1 : -- (--) R2dD : -- R2D : --
β2 : 1.09 (0.0951) R2dC : 0.161 R2C : 0.187
β3 : 1.5 (0.182) R2dE : 0.0888 R2E : 0.0384
β4 : -- (--) R2dD*C : -- R2D*C : --
β5 : -- (--) R2dD*E : -- R2D*E : --
γ1 : 1.14 (0.0787) R2dN8 : 0.31 R2N8 : 0.18
σ : 0.677
deviance : 211.49
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C
peak time of C : 2.16
E
wheather : humidity
threshold : 93
memory length : 211
response mode : > th
dose dependency : dose dependent
G
type of G : no
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
201 0.666 4.75 0.616 1.09 1.4 -0.18 0.528 1.2 2.18 93 214 -- --
201.25 0.661 4.76 0.624 1.09 1.41 -0.0771 -- 1.2 2.21 93 211 -- --
201.1 0.66 4.76 0.622 1.09 1.39 -- 0.423 1.2 2.21 93 212 -- --
201.27 0.661 4.76 0.626 1.1 1.4 -- -- 1.2 2.22 93 212 -- --
253.47 0.742 4.71 0.64 -- 1.54 -- 0.118 1.37 -- 87.54 167 -- --
223.68 0.701 4.78 0.73 1.43 -- 0.401 -- 1.05 3.01 -- -- -- --
224.2 0.701 4.78 0.722 1.43 -- -- -- 1.05 2.97 -- -- -- --
252.86 0.741 4.73 0.58 -- 1.47 -- -- 1.32 -- 87.52 170 -- --
211.49 0.677 4.77 -- 1.09 1.5 -- -- 1.14 2.16 93 211 -- --
340.96 0.863 4.78 0.782 -- -- -- -- 1.09 -- -- -- -- --
237.92 0.722 4.8 -- 1.44 -- -- -- 0.968 2.97 -- -- -- --
253.01 0.741 4.78 -- -- 1.32 -- -- 1.1 -- 72 106 -- --
357.1 0.882 4.8 -- -- -- -- -- 0.999 -- -- -- -- --

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
1 191.29 humidity 90.0 14400 > th dose independent rect. 4 2
2 191.75 humidity 90.0 14400 < th dose independent rect. 1 5
5 192.49 humidity 90.0 14400 > th dose independent rect. 1 5
9 192.83 precipitation 0.1 43200 > th dose dependent rect. 2 1
10 192.88 precipitation 0.1 43200 > th dose independent rect. 2 1
11 192.89 humidity 80.0 14400 > th dose dependent rect. 1 2
13 192.94 precipitation 0.1 43200 < th dose independent rect. 2 1
14 192.94 precipitation 0.1 43200 < th dose dependent rect. 2 1
25 193.74 humidity 80.0 14400 > th dose dependent rect. 1 5
32 194.01 humidity 90.0 14400 < th dose independent rect. 23 2
52 194.55 precipitation 0.1 43200 > th dose independent rect. 23 1
53 194.55 precipitation 0.1 43200 > th dose dependent rect. 23 1
54 194.58 precipitation 0.1 43200 < th dose independent rect. 23 1
56 194.58 precipitation 0.1 43200 < th dose dependent rect. 23 1
64 194.79 precipitation 0.1 43200 > th dose dependent rect. 23 4
72 195.12 humidity 50.0 14400 > th dose dependent rect. 1 2
86 195.48 precipitation 0.1 43200 > th dose independent rect. 23 4
88 195.50 humidity 90.0 14400 < th dose dependent rect. 6 1
92 195.59 precipitation 0.1 43200 < th dose independent rect. 23 4
93 195.59 precipitation 0.1 43200 < th dose dependent rect. 23 4
95 195.67 atmosphere 1010.0 43200 > th dose dependent rect. 14 1
109 195.81 wind 1.0 14400 < th dose dependent rect. 23 4
121 195.87 wind 1.0 14400 < th dose independent rect. 22 5
132 195.94 radiation 1.0 43200 > th dose independent rect. 5 1
146 195.97 radiation 1.0 43200 < th dose independent rect. 21 9
152 195.98 radiation 1.0 43200 < th dose independent rect. 23 7
156 195.99 radiation 1.0 43200 < th dose independent rect. 5 1
157 195.99 radiation 1.0 43200 < th dose independent rect. 2 4
240 196.25 atmosphere 1010.0 43200 > th dose dependent sin 23 NA
312 196.42 atmosphere 1010.0 43200 > th dose independent rect. 15 1
318 196.43 radiation 1.0 43200 < th dose dependent rect. 21 9
325 196.44 atmosphere 1000.0 90 > th dose independent rect. 19 9
326 196.44 radiation 1.0 43200 < th dose dependent rect. 23 7
342 196.46 precipitation 0.1 43200 < th dose independent rect. 23 8
346 196.46 precipitation 0.1 43200 < th dose dependent rect. 23 8
348 196.47 precipitation 0.1 43200 > th dose independent rect. 23 8
355 196.48 humidity 90.0 43200 < th dose independent rect. 5 1
378 196.53 radiation 1.0 43200 < th dose dependent rect. 3 3
389 196.54 atmosphere 1010.0 43200 > th dose dependent rect. 7 1
436 196.61 atmosphere 1010.0 43200 > th dose dependent rect. 5 1
453 196.64 atmosphere 1005.0 270 > th dose independent rect. 2 5
529 196.72 atmosphere 1010.0 43200 > th dose dependent rect. 7 23
533 196.73 atmosphere 1010.0 43200 > th dose dependent no NA NA
550 196.74 atmosphere 1010.0 43200 > th dose dependent rect. 19 23
573 196.76 atmosphere 1010.0 43200 > th dose dependent rect. 16 23
644 196.85 wind 1.0 14400 > th dose independent rect. 22 4
654 196.86 precipitation 0.1 43200 < th dose independent rect. 1 6
656 196.86 precipitation 0.1 43200 < th dose dependent rect. 1 6
668 196.88 humidity 70.0 43200 > th dose independent rect. 14 1
747 196.99 precipitation 0.1 43200 > th dose dependent rect. 22 9
810 197.10 wind 1.0 43200 > th dose independent rect. 22 1
820 197.12 wind 1.0 43200 < th dose independent rect. 22 1
935 197.33 atmosphere 1015.0 43200 < th dose independent rect. 23 1
951 197.37 wind 1.0 43200 < th dose dependent rect. 22 1
955 197.38 atmosphere 1015.0 43200 > th dose independent rect. 23 1
990 197.48 humidity 80.0 43200 > th dose independent rect. 18 2