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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.

Os12g0108000

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

Description : Similar to Laccase (Diphenol oxidase).


log2(Expression) ~ Norm(μ, σ2)

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

par. value (S.E.)
α : 2.86 (0.0128) R2 : 0.0115
β1 : -- (--) R2dD : -- R2D : --
β2 : -- (--) R2dC : -- R2C : --
β3 : -- (--) R2dE : -- R2E : --
β4 : -- (--) R2dD*C : -- R2D*C : --
β5 : -- (--) R2dD*E : -- R2D*E : --
γ1 : 0.0623 (0.027) R2dN8 : 0.0149 R2N8 : 0.0115
σ : 0.242
deviance : 26.83
__
_____
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 = 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
25.22 0.236 2.87 -0.0295 0.047 -3.41 0.000742 9.63 0.071 11.6 0.882 8 -- --
26.19 0.238 2.86 -0.0226 0.0288 -0.716 0.059 -- 0.0587 13.1 4.002e-05 5 -- --
25.22 0.234 2.87 -0.0296 0.047 -3.41 -- 9.64 0.071 11.6 0.8844 7 -- --
26.15 0.238 2.86 -0.0178 0.0469 -0.659 -- -- 0.0663 10.8 0.1033 5 -- --
25.36 0.235 2.87 -0.0312 -- -3.47 -- 9.9 0.0701 -- 0.9395 7 -- --
26.71 0.242 2.86 -0.00754 0.0439 -- 0.014 -- 0.0615 9.99 -- -- -- --
26.71 0.242 2.86 -0.00707 0.044 -- -- -- 0.0614 9.83 -- -- -- --
26.29 0.239 2.86 -0.0178 -- -0.659 -- -- 0.0663 -- 0.1033 5 -- --
26.16 0.238 2.86 -- 0.0468 -0.656 -- -- 0.067 10.5 0.1097 5 -- --
26.83 0.242 2.86 -0.00753 -- -- -- -- 0.0615 -- -- -- -- --
26.71 0.242 2.86 -- 0.0441 -- -- -- 0.0622 9.84 -- -- -- --
26.3 0.239 2.86 -- -- -0.638 -- -- 0.0671 -- 0.0691 5 -- --
26.83 0.242 2.86 -- -- -- -- -- 0.0623 -- -- -- -- --

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 20.96 temperature 10.0 1440 > th dose independent rect. 21 1
4 20.96 temperature 30.0 1440 < th dose independent rect. 21 1
8 20.96 humidity 50.0 1440 > th dose independent rect. 21 1
14 20.96 atmosphere 995.0 1440 > th dose independent rect. 21 1
15 20.96 radiation 1.0 1440 < th dose independent rect. 21 1
35 20.96 temperature 10.0 1440 > th dose independent rect. 22 23
38 20.96 radiation 20.0 1440 < th dose dependent rect. 21 1
41 20.99 temperature 25.0 30 > th dose independent rect. 20 1
43 21.04 atmosphere 1005.0 30 > th dose dependent rect. 20 1
44 21.05 temperature 20.0 30 > th dose dependent rect. 20 1
45 21.07 wind 3.0 30 > th dose independent rect. 20 1
48 21.09 humidity 80.0 30 > th dose independent rect. 20 1
49 21.09 humidity 90.0 30 < th dose independent rect. 20 1
51 21.09 radiation 40.0 14400 < th dose dependent rect. 21 1
55 21.13 atmosphere 1005.0 30 > th dose independent rect. 20 1
56 21.14 wind 5.0 30 < th dose independent rect. 20 1
62 21.15 temperature 10.0 30 > th dose independent rect. 20 1
64 21.15 temperature 30.0 30 < th dose independent rect. 20 1
65 21.15 humidity 50.0 30 > th dose independent rect. 20 1
68 21.15 atmosphere 995.0 30 > th dose independent rect. 20 1
70 21.15 atmosphere 1010.0 30 < th dose independent rect. 20 1
72 21.15 radiation 1.0 30 < th dose independent rect. 20 1
77 21.15 precipitation 0.1 30 < th dose independent rect. 20 1
78 21.15 temperature 10.0 30 > th dose independent rect. 21 23
79 21.15 wind 1.0 30 > th dose dependent rect. 20 1
80 21.15 radiation 1.0 30 < th dose dependent rect. 20 1
86 21.15 precipitation 0.1 30 < th dose dependent rect. 20 1
87 21.17 humidity 50.0 30 > th dose dependent rect. 20 1
90 21.21 wind 9.0 30 < th dose dependent rect. 20 1
97 21.38 humidity 90.0 30 < th dose dependent rect. 20 1
98 21.40 atmosphere 1015.0 30 < th dose dependent rect. 20 1
103 21.62 wind 9.0 30 < th dose independent rect. 21 23
104 21.68 temperature 30.0 30 < th dose dependent rect. 20 1
116 22.00 wind 9.0 1440 < th dose independent rect. 21 1
166 24.09 precipitation 0.1 10 > th dose independent rect. 1 1
178 24.09 precipitation 0.1 10 > th dose dependent rect. 1 1
196 24.14 precipitation 0.1 30 < th dose independent rect. 21 23
199 24.14 precipitation 0.1 30 < th dose dependent rect. 21 23
290 24.74 precipitation 0.1 10 > th dose independent sin 14 NA
292 24.74 atmosphere 995.0 30 > th dose independent rect. 21 23
293 24.74 temperature 20.0 10 < th dose dependent rect. 2 1
295 24.75 precipitation 0.1 10 < th dose independent sin 14 NA
296 24.75 precipitation 0.1 10 < th dose dependent sin 14 NA
327 24.81 precipitation 0.1 10 > th dose dependent sin 14 NA
360 24.94 temperature 20.0 720 < th dose independent rect. 15 1
400 24.99 wind 3.0 10 > th dose independent rect. 2 1
438 25.06 precipitation 0.1 10 > th dose dependent rect. 4 22
441 25.13 temperature 20.0 720 < th dose dependent rect. 14 1
529 25.19 temperature 15.0 1440 < th dose independent rect. 2 1
553 25.19 precipitation 0.1 10 > th dose independent rect. 4 22
588 25.22 temperature 15.0 1440 < th dose dependent rect. 2 1
739 25.30 precipitation 0.1 10 > th dose independent no NA NA
740 25.30 precipitation 0.1 10 < th dose independent no NA NA
796 25.30 precipitation 0.1 10 < th dose dependent no NA NA
825 25.31 precipitation 0.1 10 > th dose dependent no NA NA
886 25.36 temperature 20.0 90 < th dose independent rect. 24 1
901 25.38 temperature 15.0 1440 > th dose independent rect. 2 8
934 25.42 temperature 15.0 1440 > th dose independent rect. 2 4
938 25.44 temperature 15.0 1440 > th dose independent rect. 3 1
943 25.47 atmosphere 1005.0 10 < th dose independent rect. 1 1
964 25.49 atmosphere 1015.0 30 < th dose independent rect. 21 23
966 25.50 humidity 90.0 90 > th dose independent rect. 24 1
992 25.56 temperature 20.0 30 < th dose dependent rect. 1 10