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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.

Os12g0212100

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

Description :


log2(Expression) ~ Norm(μ, σ2)

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

par. value (S.E.)
α : 4.39 (0.0367) R2 : 0.65
β1 : 0.527 (0.13) R2dD : 0.015 R2D : -0.0509
β2 : 1.48 (0.0817) R2dC : 0.253 R2C : 0.174
β3 : -5.79 (0.627) R2dE : 0.472 R2E : -0.0409
β4 : 2.92 (0.328) R2dD*C : 0.0626 R2D*C : -0.0466
β5 : 12.7 (2.08) R2dD*E : 0.205 R2D*E : -0.473
γ1 : -0.863 (0.072) R2dN8 : 0.152 R2N8 : 0.161
σ : 0.627
deviance : 178.2
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_____
C
peak time of C : 21.5
E
wheather : precipitation
threshold : 0.2386
memory length : 820
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 = 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
178.2 0.627 4.39 0.527 1.48 -5.79 2.92 12.7 -0.863 21.5 0.2386 820 -- --
196.36 0.653 4.28 0.587 1.46 -2.91 2.52 -- -0.86 21.4 0.4677 438 -- --
205.81 0.668 4.35 0.533 1.42 -5.88 -- 12.8 -0.778 21.3 0.4645 553 -- --
221.87 0.694 4.28 0.636 1.43 -2.92 -- -- -0.893 21.5 0.5 443 -- --
319.47 0.832 4.36 0.288 -- -9.12 -- 20.3 -0.877 -- 13.27 507 -- --
225.31 0.704 4.31 0.994 1.49 -- 3.24 -- -0.988 21.6 -- -- -- --
264.46 0.762 4.31 0.872 1.47 -- -- -- -0.994 21.7 -- -- -- --
329.52 0.845 4.26 0.618 -- -4.09 -- -- -0.902 -- 2.981 423 -- --
230 0.706 4.3 -- 1.37 -3.38 -- -- -0.981 21.6 0.5 443 -- --
393.17 0.927 4.27 0.885 -- -- -- -- -0.996 -- -- -- -- --
284.49 0.789 4.34 -- 1.47 -- -- -- -1.09 21.7 -- -- -- --
336.81 0.855 4.27 -- -- -4.19 -- -- -0.975 -- 3.416 410 -- --
413.81 0.95 4.3 -- -- -- -- -- -1.09 -- -- -- -- --

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
1 177.09 humidity 80.0 720 > th dose dependent rect. 8 16
14 178.82 precipitation 0.1 720 > th dose independent rect. 17 21
16 179.05 humidity 80.0 720 > th dose dependent rect. 17 6
22 179.73 precipitation 0.1 720 > th dose independent rect. 15 20
28 179.88 precipitation 0.1 720 > th dose dependent rect. 17 21
32 180.03 precipitation 0.1 720 > th dose independent rect. 21 22
44 180.32 precipitation 0.1 720 > th dose dependent sin 2 NA
56 180.86 precipitation 0.1 720 > th dose dependent rect. 20 23
67 181.03 precipitation 0.1 720 > th dose dependent rect. 23 21
73 181.21 precipitation 0.1 720 > th dose independent rect. 5 23
86 181.47 precipitation 0.1 720 > th dose dependent rect. 13 22
90 181.51 precipitation 0.1 720 > th dose dependent rect. 15 20
105 181.73 precipitation 0.1 720 > th dose independent no NA NA
106 181.73 precipitation 0.1 720 < th dose independent no NA NA
107 181.73 precipitation 0.1 720 > th dose independent rect. 9 23
109 181.73 precipitation 0.1 720 < th dose dependent no NA NA
112 181.77 precipitation 0.1 720 > th dose dependent rect. 17 18
123 181.91 precipitation 0.1 720 > th dose dependent no NA NA
126 181.92 precipitation 0.1 720 > th dose dependent rect. 9 23
170 182.68 precipitation 0.1 720 > th dose dependent rect. 5 23
177 182.85 humidity 90.0 270 > th dose dependent sin 21 NA
178 182.86 humidity 80.0 720 > th dose independent rect. 16 6
182 182.94 precipitation 0.1 720 > th dose independent rect. 17 15
191 183.03 humidity 80.0 720 > th dose independent rect. 10 12
273 184.18 precipitation 0.1 720 > th dose independent sin 12 NA
279 184.29 precipitation 0.1 720 > th dose independent sin 2 NA
357 185.08 precipitation 0.1 720 > th dose dependent rect. 17 15
365 185.14 radiation 1.0 1440 < th dose independent rect. 7 14
366 185.14 radiation 1.0 1440 < th dose independent rect. 7 18
368 185.15 radiation 1.0 1440 < th dose independent rect. 7 12
369 185.15 radiation 1.0 1440 < th dose independent rect. 7 22
371 185.16 radiation 1.0 1440 < th dose independent rect. 7 16
373 185.16 radiation 1.0 1440 < th dose dependent rect. 6 12
396 185.30 precipitation 0.1 720 > th dose dependent sin 11 NA
404 185.33 humidity 80.0 720 < th dose independent rect. 9 14
428 185.59 radiation 1.0 1440 > th dose independent rect. 7 22
431 185.63 radiation 1.0 1440 > th dose independent rect. 7 12
451 185.75 radiation 1.0 1440 < th dose dependent rect. 7 22
452 185.76 radiation 1.0 1440 < th dose dependent rect. 7 14
453 185.76 radiation 1.0 1440 < th dose dependent rect. 7 18
456 185.77 radiation 1.0 1440 < th dose dependent rect. 7 16
464 185.84 humidity 80.0 720 > th dose independent sin 19 NA
470 185.92 humidity 80.0 720 < th dose independent rect. 16 6
502 186.03 humidity 80.0 1440 < th dose independent rect. 11 1
509 186.05 humidity 70.0 720 > th dose dependent rect. 9 22
519 186.19 humidity 80.0 1440 > th dose independent rect. 11 1
556 186.46 humidity 70.0 720 > th dose dependent rect. 16 22
589 186.62 humidity 80.0 720 > th dose independent rect. 9 22
610 186.83 radiation 1.0 1440 < th dose dependent rect. 7 6
613 186.84 humidity 80.0 1440 > th dose dependent rect. 9 5
631 186.95 humidity 90.0 720 < th dose independent rect. 7 16
641 187.04 humidity 70.0 1440 > th dose dependent rect. 11 1
666 187.23 radiation 1.0 1440 > th dose independent rect. 7 10
671 187.27 humidity 80.0 1440 > th dose independent rect. 8 6
675 187.29 humidity 80.0 720 > th dose independent rect. 1 23
696 187.45 humidity 80.0 720 < th dose independent sin 19 NA
697 187.45 humidity 80.0 1440 < th dose independent rect. 8 6
709 187.52 humidity 70.0 720 > th dose dependent no NA NA
751 187.80 humidity 90.0 90 > th dose independent rect. 9 18
819 188.23 radiation 1.0 1440 < th dose dependent sin 0 NA
829 188.31 radiation 1.0 1440 < th dose independent rect. 7 7
850 188.40 radiation 1.0 1440 > th dose independent rect. 7 7
854 188.42 humidity 80.0 1440 < th dose independent sin 2 NA
855 188.42 radiation 1.0 1440 < th dose independent sin 23 NA
908 188.64 humidity 80.0 1440 > th dose independent sin 2 NA
916 188.68 humidity 80.0 1440 < th dose independent rect. 7 12
920 188.69 humidity 80.0 720 > th dose independent rect. 15 22
938 188.78 radiation 1.0 1440 > th dose independent sin 23 NA
998 188.92 humidity 70.0 720 > th dose dependent rect. 23 23