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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.

Os10g0455000

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

Description : Similar to Glycine-rich cell wall structural protein 2 precursor.


log2(Expression) ~ Norm(μ, σ2)

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

par. value (S.E.)
α : 3.27 (0.0322) R2 : 0.362
β1 : 0.0263 (0.118) R2dD : 7.18e-05 R2D : -0.000504
β2 : -- (--) R2dC : -- R2C : --
β3 : 3.19 (0.308) R2dE : 0.153 R2E : 0.0911
β4 : -- (--) R2dD*C : -- R2D*C : --
β5 : 22.5 (1.64) R2dD*E : 0.271 R2D*E : 0.209
γ1 : -0.00302 (0.0689) R2dN8 : 3.61e-06 R2N8 : -3.56e-05
σ : 0.606
deviance : 167.52
__
_____
C
peak time of C : --
E
wheather : radiation
threshold : 9.902
memory length : 10
response mode : < th
dose dependency : dose independent
G
type of G : rect.
peak or start time of G : 9.09
open length of G : 1.23

__

Dependence on each variable

Residual plot

Process of the parameter reduction
(fixed parameters. wheather = radiation, response mode = < th, dose dependency = dose independent, type of G = rect.)

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
162.71 0.594 3.27 0.0157 0.201 3.16 -1.04 22.7 -0.0137 4.86 10 10 9 1
232.44 0.71 3.26 -0.074 0.165 2.55 -1.01 -- 7.63e-05 3.84 8.868 21 9.62 1.03
165.18 0.603 3.26 0.02 0.213 3.13 -- 22.6 -0.00833 6.26 10 10 9 1
232.77 0.711 3.26 -0.0588 0.233 2.71 -- -- 0.00994 5.69 7.833 41 9.66 1.68
167.52 0.606 3.27 0.0263 -- 3.19 -- 22.5 -0.00302 -- 9.902 10 9.09 1.23
257.78 0.753 3.26 -0.0844 0.215 -- -0.942 -- -0.0309 4.82 -- -- -- --
258.61 0.753 3.26 -0.0779 0.268 -- -- -- -0.0254 7.17 -- -- -- --
234.31 0.713 3.25 -0.0447 -- 2.76 -- -- 0.0135 -- 7.688 39 9.67 1.72
232.75 0.711 3.25 -- 0.209 2.67 -- -- 0.0139 6.19 7.864 42 9.66 1.67
262.39 0.757 3.26 -0.0729 -- -- -- -- -0.0207 -- -- -- -- --
258.77 0.752 3.26 -- 0.267 -- -- -- -0.0167 7.19 -- -- -- --
234.38 0.713 3.25 -- -- 2.78 -- -- 0.014 -- 7.68 39 9.66 1.72
262.53 0.756 3.26 -- -- -- -- -- -0.0126 -- -- -- -- --

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
1 162.71 radiation 10.0 10 < th dose independent rect. 9 1
5 163.38 radiation 10.0 10 < th dose dependent rect. 10 1
11 169.80 wind 1.0 30 < th dose independent rect. 9 1
12 170.92 wind 1.0 10 < th dose dependent rect. 9 1
52 213.96 humidity 80.0 10 > th dose dependent rect. 10 1
86 224.37 humidity 90.0 10 < th dose dependent rect. 5 1
92 225.20 humidity 80.0 10 < th dose independent rect. 3 3
110 225.22 humidity 80.0 10 < th dose independent rect. 24 6
114 225.23 humidity 80.0 10 < th dose independent rect. 5 1
152 226.82 radiation 1.0 90 > th dose independent rect. 4 1
162 226.82 radiation 1.0 90 > th dose dependent rect. 4 1
175 227.24 humidity 80.0 90 > th dose independent rect. 8 3
189 228.47 humidity 80.0 10 > th dose independent rect. 9 1
209 229.37 precipitation 0.1 4320 < th dose independent rect. 15 1
210 229.37 precipitation 0.1 4320 < th dose dependent rect. 15 1
212 229.48 precipitation 0.1 4320 > th dose independent rect. 15 1
213 229.48 precipitation 0.1 4320 > th dose dependent rect. 15 1
222 230.08 temperature 20.0 90 < th dose dependent rect. 4 1
239 230.58 atmosphere 1005.0 30 > th dose dependent rect. 2 4
324 234.73 radiation 1.0 43200 < th dose dependent rect. 3 1
359 235.66 humidity 80.0 270 < th dose independent rect. 2 1
360 235.66 humidity 80.0 270 < th dose dependent rect. 2 1
408 236.87 atmosphere 1005.0 30 > th dose dependent rect. 5 1
416 237.03 radiation 20.0 30 < th dose independent rect. 9 18
418 237.08 humidity 90.0 4320 > th dose dependent rect. 15 1
427 237.34 temperature 20.0 30 > th dose dependent rect. 2 1
437 237.53 atmosphere 1005.0 30 > th dose dependent rect. 2 1
439 237.55 temperature 20.0 30 > th dose independent rect. 2 1
448 237.70 wind 3.0 30 < th dose dependent rect. 2 1
460 237.82 atmosphere 1005.0 30 > th dose independent rect. 2 1
463 237.84 wind 9.0 1440 < th dose independent rect. 3 1
464 237.84 temperature 10.0 1440 > th dose independent rect. 3 1
467 237.84 temperature 30.0 1440 < th dose independent rect. 3 1
471 237.84 humidity 50.0 1440 > th dose independent rect. 3 1
480 237.84 atmosphere 995.0 1440 > th dose independent rect. 3 1
481 237.84 radiation 1.0 1440 < th dose independent rect. 3 1
501 237.84 temperature 10.0 1440 > th dose independent rect. 4 23
504 237.84 radiation 1.0 1440 < th dose dependent rect. 3 1
520 237.96 wind 3.0 30 < th dose independent rect. 2 1
521 237.97 humidity 90.0 30 > th dose independent rect. 2 1
528 238.08 humidity 80.0 30 > th dose dependent rect. 2 1
538 238.16 temperature 10.0 30 > th dose independent rect. 2 1
540 238.16 temperature 30.0 30 < th dose independent rect. 2 1
541 238.16 humidity 50.0 30 > th dose independent rect. 2 1
545 238.16 atmosphere 1010.0 30 < th dose independent rect. 2 1
547 238.16 radiation 1.0 30 < th dose independent rect. 2 1
552 238.16 precipitation 0.1 30 < th dose independent rect. 2 1
553 238.16 temperature 10.0 30 > th dose independent rect. 3 23
554 238.16 radiation 1.0 30 < th dose dependent rect. 2 1
559 238.16 precipitation 0.1 30 < th dose dependent rect. 2 1
586 238.73 atmosphere 1015.0 30 < th dose dependent rect. 2 1
601 239.04 temperature 20.0 10 < th dose independent rect. 4 2
613 239.24 temperature 30.0 30 < th dose dependent rect. 2 1
620 239.35 atmosphere 1005.0 270 > th dose dependent rect. 2 1
639 239.59 wind 1.0 30 > th dose independent rect. 2 1
656 239.81 atmosphere 995.0 30 > th dose independent rect. 3 23
672 240.01 radiation 30.0 10 < th dose dependent rect. 8 18
706 240.33 humidity 70.0 270 > th dose dependent rect. 6 4
707 240.34 radiation 1.0 10 < th dose dependent rect. 6 1
775 240.80 precipitation 0.1 30 < th dose independent rect. 3 23
776 240.80 precipitation 0.1 30 < th dose dependent rect. 3 23
829 241.12 radiation 1.0 10 < th dose independent rect. 6 1
831 241.13 temperature 25.0 90 > th dose independent rect. 8 2
901 241.65 atmosphere 1005.0 30 > th dose independent rect. 2 4
908 241.69 precipitation 0.1 720 > th dose dependent rect. 5 1
951 242.08 wind 3.0 720 > th dose independent rect. 5 1
952 242.09 wind 3.0 720 > th dose dependent rect. 5 1