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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.

Os12g0114000

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

Description : Hypothetical protein.


log2(Expression) ~ Norm(μ, σ2)

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

par. value (S.E.)
α : 3.32 (0.0397) R2 : 0.234
β1 : -1.5 (0.147) R2dD : 0.185 R2D : 0.104
β2 : -- (--) R2dC : -- R2C : --
β3 : 2.69 (0.413) R2dE : 0.0733 R2E : 0.0327
β4 : -- (--) R2dD*C : -- R2D*C : --
β5 : -- (--) R2dD*E : -- R2D*E : --
γ1 : -0.395 (0.0849) R2dN8 : 0.0489 R2N8 : 0.0144
σ : 0.743
deviance : 254.64
__
_____
C
peak time of C : --
E
wheather : precipitation
threshold : 0.985
memory length : 301
response mode : > th
dose dependency : dose independent
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 = precipitation, response mode = > th, dose dependency = dose independent, 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
227.84 0.709 3.38 -1.75 0.389 5.25 -2.13 -9.55 -0.373 23.1 0.5 307 -- --
230.95 0.708 3.33 -1.51 0.411 2.9 -1.46 -- -0.377 23.1 0.9368 301 -- --
246.24 0.731 3.36 -1.59 0.411 4.43 -- -7.16 -0.411 23 0.7389 301 -- --
245.55 0.73 3.34 -1.5 0.387 2.51 -- -- -0.395 22.8 0.9742 301 -- --
255.05 0.744 3.34 -1.6 -- 4.19 -- -5.49 -0.396 -- 0.7742 301 -- --
253.92 0.747 3.34 -1.43 0.433 -- -1.69 -- -0.433 23.2 -- -- -- --
265.69 0.763 3.34 -1.36 0.455 -- -- -- -0.425 22.4 -- -- -- --
254.64 0.743 3.32 -1.5 -- 2.69 -- -- -0.395 -- 0.985 301 -- --
303.14 0.811 3.31 -- 0.398 1.86 -- -- -0.245 22.4 0.7552 301 -- --
278.31 0.78 3.33 -1.35 -- -- -- -- -0.423 -- -- -- -- --
314.45 0.83 3.31 -- 0.448 -- -- -- -0.273 22.1 -- -- -- --
312.47 0.823 3.29 -- -- 2.05 -- -- -0.24 -- 0.8319 301 -- --
326.59 0.844 3.3 -- -- -- -- -- -0.273 -- -- -- -- --

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
1 217.59 humidity 90.0 90 > th dose dependent rect. 17 6
10 220.69 humidity 90.0 90 > th dose dependent rect. 9 14
18 223.03 humidity 90.0 90 > th dose dependent sin 20 NA
55 225.75 precipitation 0.1 270 > th dose independent rect. 18 10
66 227.03 precipitation 0.1 270 > th dose dependent rect. 18 15
67 227.05 precipitation 0.1 270 > th dose dependent rect. 18 13
75 227.21 precipitation 0.1 270 > th dose independent rect. 18 15
84 227.49 precipitation 0.1 270 < th dose independent sin 12 NA
86 227.49 precipitation 0.1 270 < th dose dependent sin 12 NA
93 227.76 precipitation 0.1 270 > th dose independent sin 13 NA
110 228.85 radiation 1.0 720 < th dose dependent rect. 15 3
114 228.99 precipitation 0.1 270 > th dose dependent rect. 18 20
115 229.04 humidity 90.0 90 > th dose independent rect. 17 6
121 229.21 precipitation 0.1 270 > th dose dependent rect. 18 23
127 229.52 radiation 1.0 720 < th dose independent rect. 16 2
128 229.55 precipitation 0.1 270 > th dose independent rect. 16 17
129 229.58 precipitation 0.1 270 > th dose independent rect. 16 15
139 229.82 precipitation 0.1 270 > th dose dependent sin 11 NA
153 229.94 precipitation 0.1 270 > th dose independent rect. 13 20
166 230.03 precipitation 0.1 720 < th dose independent rect. 13 8
167 230.03 precipitation 0.1 720 < th dose dependent rect. 13 8
181 230.35 precipitation 0.1 270 > th dose independent rect. 18 1
182 230.35 precipitation 0.1 270 > th dose dependent rect. 18 1
192 230.58 radiation 1.0 1440 < th dose dependent rect. 9 21
200 230.66 precipitation 0.1 270 > th dose independent rect. 18 23
202 230.67 radiation 1.0 1440 < th dose dependent sin 23 NA
210 230.71 radiation 1.0 1440 < th dose dependent rect. 11 19
223 230.83 precipitation 0.1 270 > th dose independent rect. 18 20
228 230.88 precipitation 0.1 720 < th dose independent rect. 9 16
230 230.88 precipitation 0.1 720 < th dose dependent rect. 9 16
231 230.89 radiation 1.0 1440 < th dose dependent rect. 8 16
249 230.98 radiation 1.0 1440 < th dose dependent rect. 8 11
284 231.18 precipitation 0.1 270 > th dose independent rect. 23 21
296 231.22 precipitation 0.1 720 < th dose independent sin 17 NA
297 231.22 precipitation 0.1 720 < th dose dependent sin 17 NA
327 231.38 radiation 1.0 1440 < th dose dependent rect. 4 20
332 231.40 precipitation 0.1 270 > th dose independent rect. 16 22
347 231.44 radiation 1.0 1440 < th dose dependent rect. 22 23
357 231.45 radiation 1.0 1440 < th dose dependent rect. 11 23
358 231.46 radiation 1.0 1440 < th dose dependent no NA NA
359 231.46 radiation 1.0 1440 < th dose dependent rect. 22 21
362 231.46 radiation 1.0 1440 < th dose dependent rect. 20 23
364 231.47 precipitation 0.1 270 > th dose independent rect. 2 18
372 231.47 radiation 1.0 1440 < th dose dependent rect. 18 23
378 231.50 temperature 25.0 14400 > th dose independent rect. 17 1
385 231.52 radiation 1.0 1440 > th dose independent rect. 11 20
404 231.57 radiation 1.0 1440 > th dose independent rect. 9 22
407 231.58 temperature 25.0 14400 < th dose independent rect. 17 1
429 231.63 humidity 90.0 90 > th dose independent rect. 7 16
447 231.68 radiation 1.0 1440 < th dose dependent rect. 16 23
453 231.70 radiation 1.0 720 > th dose independent rect. 17 13
487 231.93 precipitation 0.1 270 > th dose independent rect. 2 23
496 231.97 precipitation 0.1 270 > th dose independent rect. 8 23
498 231.99 precipitation 0.1 720 > th dose independent rect. 12 13
506 232.02 radiation 1.0 1440 > th dose independent sin 23 NA
511 232.04 wind 1.0 43200 < th dose dependent rect. 19 10
531 232.14 radiation 1.0 1440 < th dose independent rect. 9 22
533 232.15 radiation 1.0 1440 < th dose independent rect. 11 20
535 232.16 precipitation 0.1 270 > th dose independent no NA NA
536 232.16 precipitation 0.1 270 < th dose independent no NA NA
541 232.16 precipitation 0.1 270 < th dose dependent no NA NA
550 232.18 temperature 25.0 90 < th dose independent rect. 16 7
579 232.26 wind 1.0 43200 < th dose dependent rect. 21 7
602 232.34 precipitation 0.1 720 > th dose independent rect. 12 9
625 232.44 radiation 1.0 1440 > th dose independent rect. 11 23
637 232.46 precipitation 0.1 270 > th dose dependent rect. 10 10
638 232.47 radiation 1.0 1440 > th dose independent rect. 16 23
646 232.50 precipitation 0.1 720 > th dose independent sin 17 NA
663 232.56 radiation 1.0 1440 > th dose independent no NA NA
664 232.56 radiation 1.0 1440 > th dose independent rect. 5 14
720 232.57 precipitation 0.1 720 > th dose independent rect. 8 17
723 232.57 precipitation 0.1 270 > th dose dependent rect. 13 7
756 232.67 precipitation 0.1 720 > th dose independent sin 22 NA
770 232.73 radiation 1.0 1440 < th dose independent sin 23 NA
790 232.82 precipitation 0.1 720 > th dose independent rect. 8 13
818 232.97 radiation 1.0 14400 < th dose dependent rect. 1 4
825 232.99 wind 1.0 43200 < th dose dependent rect. 16 13
826 233.00 radiation 1.0 14400 < th dose dependent rect. 20 9
831 233.01 radiation 1.0 1440 < th dose independent rect. 16 23
835 233.02 radiation 1.0 1440 < th dose independent rect. 5 19
836 233.02 radiation 1.0 1440 < th dose independent rect. 3 21
837 233.02 radiation 1.0 1440 < th dose independent rect. 11 23
852 233.05 radiation 1.0 1440 < th dose independent rect. 5 16
858 233.05 wind 1.0 43200 < th dose dependent rect. 24 3
859 233.06 radiation 1.0 1440 < th dose independent rect. 5 14
873 233.07 radiation 1.0 1440 < th dose independent rect. 22 23
878 233.08 radiation 1.0 1440 < th dose independent rect. 22 21
882 233.08 radiation 1.0 1440 < th dose independent rect. 20 23
883 233.09 radiation 1.0 1440 < th dose independent no NA NA
909 233.12 radiation 1.0 1440 > th dose independent rect. 8 11
951 233.14 radiation 1.0 1440 > th dose independent rect. 14 23
960 233.16 radiation 1.0 1440 > th dose independent rect. 11 8