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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.

Os10g0563100

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 : 3.11 (0.0504) R2 : 0.127
β1 : -- (--) R2dD : -- R2D : --
β2 : -- (--) R2dC : -- R2C : --
β3 : 5.18 (0.634) R2dE : 0.127 R2E : 0.127
β4 : -- (--) R2dD*C : -- R2D*C : --
β5 : -- (--) R2dD*E : -- R2D*E : --
γ1 : -0.00876 (0.106) R2dN8 : 0.00038 R2N8 : -0.000206
σ : 0.947
deviance : 413.25
__
_____
C
peak time of C : --
E
wheather : humidity
threshold : 77.01
memory length : 35
response mode : < th
dose dependency : dose dependent
G
type of G : rect.
peak or start time of G : 2.03
open length of G : 5.4

__

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 = 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
396.62 0.936 3.17 0.668 0.0694 8.81 1.49 12.3 -0.098 21.5 77.8 49 2.03 5.37
415.27 0.949 3.14 0.77 0.0765 8.04 0.554 -- -0.0128 19.5 77.07 36 2.07 5.37
397.96 0.929 3.17 0.651 0.0483 10.4 -- 13.8 -0.132 14.1 76.98 43 2.13 5.18
408.79 0.942 3.1 0.664 0.035 6.46 -- -- 0.0464 18.2 77.08 36 2.03 5.38
397.38 0.928 3.17 0.663 -- 10.2 -- 14.9 -0.121 -- 76.96 43 2.13 5.18
452.61 0.997 3.17 0.651 0.00686 -- -1.41 -- -0.138 10.2 -- -- -- --
460.26 1 3.17 0.593 0.0656 -- -- -- -0.143 5.25 -- -- -- --
402.19 0.934 3.11 0.656 -- 5.14 -- -- -0.0119 -- 76.96 35 2.04 5.4
415.44 0.949 3.1 -- 0.0784 5.63 -- -- 0.0512 17.8 77.05 35 2.03 5.38
460.48 1 3.17 0.595 -- -- -- -- -0.142 -- -- -- -- --
469.53 1.01 3.18 -- 0.076 -- -- -- -0.209 4.96 -- -- -- --
413.25 0.947 3.11 -- -- 5.18 -- -- -0.00876 -- 77.01 35 2.03 5.4
469.83 1.01 3.18 -- -- -- -- -- -0.208 -- -- -- -- --

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
1 408.70 humidity 80.0 90 < th dose dependent rect. 2 6
6 417.60 humidity 90.0 10 < th dose dependent rect. 4 1
11 420.58 radiation 20.0 90 > th dose independent rect. 6 1
25 420.58 radiation 20.0 90 > th dose dependent rect. 6 1
44 422.75 humidity 80.0 90 < th dose independent rect. 2 6
46 423.15 humidity 90.0 10 < th dose independent rect. 3 2
47 423.56 humidity 80.0 90 < th dose independent rect. 2 2
49 423.57 humidity 80.0 90 < th dose dependent rect. 2 2
55 424.15 humidity 80.0 90 < th dose dependent rect. 7 1
78 428.09 radiation 1.0 10 < th dose independent rect. 13 3
89 428.28 humidity 90.0 90 > th dose independent rect. 14 1
94 428.28 humidity 90.0 90 > th dose dependent rect. 14 1
101 428.34 radiation 1.0 10 < th dose independent rect. 15 1
118 428.54 wind 3.0 30 < th dose dependent rect. 1 1
137 429.52 wind 5.0 30 > th dose dependent rect. 24 8
145 429.97 radiation 1.0 10 < th dose dependent rect. 11 5
161 430.83 wind 5.0 90 > th dose dependent rect. 4 3
162 430.87 radiation 1.0 10 < th dose dependent rect. 15 1
164 430.88 wind 5.0 90 > th dose independent rect. 4 3
171 430.99 wind 5.0 10 > th dose independent rect. 24 8
179 431.28 wind 1.0 90 < th dose independent rect. 24 1
204 431.61 radiation 10.0 90 < th dose dependent rect. 14 2
206 431.69 humidity 90.0 10 > th dose dependent rect. 24 2
224 432.38 wind 3.0 10 > th dose dependent rect. 3 1
253 432.93 humidity 90.0 720 < th dose independent rect. 2 1
265 433.21 humidity 90.0 720 < th dose dependent rect. 2 1
304 434.25 radiation 1.0 10 < th dose independent rect. 6 11
306 434.26 humidity 80.0 90 < th dose independent rect. 6 2
313 434.37 radiation 1.0 10 < th dose dependent rect. 6 11
322 434.73 wind 5.0 10 > th dose independent rect. 10 1
326 434.73 wind 5.0 10 > th dose dependent rect. 10 1
353 435.08 humidity 90.0 720 > th dose independent rect. 2 1
378 435.31 humidity 90.0 720 > th dose independent rect. 2 3
400 435.53 humidity 90.0 90 > th dose dependent rect. 10 16
405 435.62 temperature 25.0 90 < th dose dependent rect. 14 1
411 435.71 humidity 90.0 90 > th dose dependent rect. 13 13
438 436.03 humidity 90.0 90 > th dose dependent rect. 7 19
453 436.17 humidity 80.0 720 > th dose dependent rect. 2 1
457 436.24 humidity 90.0 90 > th dose independent rect. 8 1
486 436.64 humidity 90.0 90 > th dose dependent rect. 21 5
495 436.81 humidity 90.0 90 > th dose dependent rect. 19 7
510 437.01 precipitation 0.1 10 > th dose independent rect. 23 3
513 437.01 precipitation 0.1 10 > th dose dependent rect. 23 3
517 437.04 humidity 90.0 90 > th dose dependent rect. 8 1
523 437.10 wind 9.0 90 > th dose dependent rect. 21 13
524 437.10 wind 9.0 90 > th dose dependent rect. 19 15
541 437.26 wind 5.0 10 > th dose independent rect. 3 5
550 437.36 humidity 70.0 720 < th dose independent rect. 12 1
562 437.39 humidity 90.0 90 > th dose independent rect. 10 16
583 437.62 humidity 90.0 90 > th dose independent rect. 13 13
613 437.78 humidity 90.0 10 > th dose dependent rect. 7 20
622 437.85 humidity 90.0 90 > th dose independent rect. 8 18
645 437.94 humidity 70.0 30 < th dose dependent rect. 18 14
708 438.38 atmosphere 1005.0 270 > th dose dependent rect. 24 1
733 438.44 humidity 70.0 10 < th dose independent rect. 7 1
862 438.51 precipitation 0.1 90 > th dose independent rect. 23 3
863 438.51 precipitation 0.1 90 > th dose dependent rect. 23 3
881 438.67 humidity 90.0 90 > th dose independent rect. 24 1
910 438.85 humidity 90.0 90 < th dose independent rect. 11 15
918 438.89 temperature 20.0 90 < th dose dependent rect. 2 1
949 439.03 humidity 70.0 1440 < th dose independent rect. 19 13
967 439.19 humidity 70.0 1440 > th dose independent rect. 19 13
980 439.30 atmosphere 1005.0 10 > th dose dependent rect. 1 3
989 439.32 radiation 30.0 270 < th dose independent rect. 12 14