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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.

Os04g0132500

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

Description : Protein kinase-like domain containing protein.


log2(Expression) ~ Norm(μ, σ2)

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

par. value (S.E.)
α : 3.6 (0.034) R2 : 0.309
β1 : -1.19 (0.125) R2dD : 0.144 R2D : 0.0537
β2 : 0.546 (0.0821) R2dC : 0.0669 R2C : 0.0333
β3 : -- (--) R2dE : -- R2E : --
β4 : -- (--) R2dD*C : -- R2D*C : --
β5 : -- (--) R2dD*E : -- R2D*E : --
γ1 : -0.697 (0.0727) R2dN8 : 0.187 R2N8 : 0.0936
σ : 0.64
deviance : 186.78
__
_____
C
peak time of C : 13.8
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
165.21 0.604 3.6 -1.16 0.414 -0.768 -0.809 2.16 -0.825 11.3 89.37 250 -- --
173.25 0.613 3.61 -1.08 0.411 -0.688 -1.13 -- -0.793 12.5 91.3 252 -- --
167.62 0.603 3.6 -1.22 0.393 -0.709 -- 2.31 -0.834 11.6 89.01 217 -- --
178.39 0.622 3.61 -1.13 0.426 -0.749 -- -- -0.803 11.8 91.56 266 -- --
176.97 0.62 3.6 -1.21 -- -0.777 -- 2.32 -0.834 -- 89.22 185 -- --
182.21 0.633 3.59 -1.16 0.546 -- -1.08 -- -0.691 13.7 -- -- -- --
186.78 0.64 3.6 -1.19 0.546 -- -- -- -0.697 13.8 -- -- -- --
187.54 0.638 3.63 -1.14 -- -0.691 -- -- -0.827 -- 89.78 125 -- --
211.43 0.677 3.59 -- 0.418 -0.85 -- -- -0.7 11.1 90.48 269 -- --
204.86 0.669 3.6 -1.22 -- -- -- -- -0.709 -- -- -- -- --
224.41 0.701 3.57 -- 0.567 -- -- -- -0.564 13.8 -- -- -- --
220.95 0.692 3.6 -- -- -0.817 -- -- -0.718 -- 89.82 166 -- --
243.93 0.729 3.57 -- -- -- -- -- -0.574 -- -- -- -- --

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
1 162.61 wind 1.0 14400 < th dose independent rect. 4 3
2 162.77 wind 1.0 14400 > th dose independent rect. 4 3
5 163.66 humidity 70.0 1440 > th dose dependent rect. 9 4
6 163.67 humidity 80.0 1440 > th dose independent rect. 9 4
7 163.71 wind 1.0 14400 < th dose dependent rect. 4 3
8 163.72 humidity 80.0 1440 < th dose independent rect. 9 4
10 163.77 humidity 80.0 1440 < th dose independent rect. 10 2
12 164.16 humidity 80.0 1440 < th dose independent rect. 2 11
16 164.24 radiation 1.0 1440 < th dose dependent rect. 23 17
17 164.24 radiation 1.0 1440 < th dose dependent rect. 21 19
18 164.24 radiation 1.0 1440 < th dose dependent rect. 19 21
23 164.27 radiation 1.0 1440 < th dose dependent rect. 3 13
27 164.30 atmosphere 1010.0 270 < th dose dependent rect. 24 7
30 164.33 radiation 1.0 1440 < th dose dependent rect. 5 11
34 164.39 humidity 90.0 14400 > th dose dependent rect. 6 9
47 164.68 humidity 90.0 270 < th dose independent rect. 18 20
48 164.69 humidity 80.0 1440 > th dose independent rect. 2 11
49 164.73 humidity 80.0 4320 < th dose independent rect. 21 13
60 164.85 humidity 80.0 4320 > th dose independent rect. 22 12
91 165.07 humidity 90.0 270 > th dose dependent rect. 22 22
98 165.10 humidity 90.0 270 > th dose dependent rect. 8 23
125 165.28 humidity 90.0 10 < th dose independent rect. 21 19
133 165.33 humidity 60.0 1440 > th dose dependent rect. 1 12
136 165.35 humidity 90.0 270 > th dose dependent rect. 16 22
151 165.42 humidity 90.0 14400 > th dose dependent rect. 8 7
154 165.43 humidity 90.0 270 > th dose dependent no NA NA
170 165.49 humidity 90.0 270 > th dose dependent rect. 21 17
193 165.58 humidity 90.0 270 > th dose dependent rect. 3 23
195 165.59 humidity 90.0 10 < th dose independent rect. 4 12
215 165.65 humidity 80.0 1440 < th dose independent sin 5 NA
246 165.72 radiation 1.0 1440 < th dose independent rect. 24 16
248 165.72 radiation 1.0 1440 < th dose independent rect. 19 21
253 165.73 radiation 1.0 1440 < th dose independent rect. 5 10
269 165.74 radiation 1.0 1440 < th dose independent rect. 3 13
291 165.78 wind 1.0 14400 < th dose dependent rect. 2 5
296 165.79 radiation 1.0 1440 > th dose independent rect. 5 10
353 165.90 humidity 90.0 270 > th dose dependent sin 7 NA
381 166.06 humidity 80.0 4320 > th dose independent sin 9 NA
382 166.06 humidity 80.0 4320 < th dose independent sin 9 NA
388 166.08 precipitation 0.1 14400 > th dose independent rect. 22 18
397 166.12 precipitation 0.1 14400 < th dose independent rect. 22 18
399 166.12 precipitation 0.1 14400 < th dose dependent rect. 22 18
415 166.20 humidity 90.0 270 > th dose independent rect. 21 22
424 166.24 humidity 90.0 270 > th dose independent sin 7 NA
450 166.31 wind 5.0 14400 < th dose dependent rect. 16 2
456 166.34 humidity 80.0 1440 > th dose independent sin 5 NA
496 166.43 humidity 80.0 14400 < th dose independent rect. 7 3
497 166.43 humidity 90.0 270 > th dose independent rect. 21 17
501 166.44 radiation 1.0 1440 < th dose dependent sin 4 NA
504 166.45 wind 5.0 14400 < th dose independent rect. 16 1
505 166.45 humidity 90.0 270 > th dose independent rect. 23 15
519 166.49 humidity 90.0 270 > th dose independent rect. 23 12
574 166.63 humidity 80.0 14400 > th dose independent rect. 20 1
589 166.64 humidity 90.0 14400 > th dose dependent rect. 12 4
620 166.71 humidity 90.0 14400 > th dose independent rect. 6 9
655 166.75 humidity 90.0 270 > th dose independent rect. 9 22
675 166.80 humidity 70.0 1440 > th dose dependent sin 4 NA
686 166.83 wind 3.0 14400 > th dose dependent rect. 16 1
700 166.86 humidity 90.0 1440 < th dose dependent rect. 22 14
717 166.89 humidity 90.0 270 > th dose independent rect. 16 22
729 166.91 humidity 90.0 10 < th dose independent rect. 23 17
750 166.94 humidity 70.0 14400 > th dose dependent rect. 7 1
759 166.96 precipitation 0.1 14400 > th dose dependent rect. 22 18
774 167.00 precipitation 0.1 14400 < th dose independent sin 5 NA
777 167.00 precipitation 0.1 14400 < th dose dependent sin 5 NA
786 167.02 precipitation 0.1 14400 > th dose independent sin 5 NA
813 167.07 atmosphere 1005.0 90 < th dose independent rect. 1 7
820 167.08 precipitation 0.1 14400 < th dose independent rect. 4 6
822 167.08 precipitation 0.1 14400 < th dose dependent rect. 4 6
847 167.13 humidity 80.0 4320 > th dose independent rect. 19 9
867 167.16 humidity 50.0 14400 > th dose dependent rect. 7 1
885 167.18 humidity 70.0 14400 > th dose dependent rect. 6 3
889 167.19 humidity 90.0 270 > th dose independent no NA NA
907 167.20 wind 1.0 14400 > th dose dependent rect. 14 3
908 167.20 wind 1.0 14400 > th dose dependent rect. 14 5
918 167.21 atmosphere 1010.0 90 < th dose dependent rect. 3 6
934 167.24 humidity 50.0 14400 > th dose dependent rect. 6 3
964 167.28 precipitation 0.1 14400 > th dose dependent rect. 22 15