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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.

Os07g0216700

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

Description : Cereal seed allergen, trypsin/alpha-amylase inhibitor family protein.


log2(Expression) ~ Norm(μ, σ2)

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

par. value (S.E.)
α : 3.2 (0.0495) R2 : 0.0752
β1 : -- (--) R2dD : -- R2D : --
β2 : -- (--) R2dC : -- R2C : --
β3 : 3.77 (0.72) R2dE : 0.0559 R2E : 0.0555
β4 : -- (--) R2dD*C : -- R2D*C : --
β5 : -- (--) R2dD*E : -- R2D*E : --
γ1 : -0.286 (0.104) R2dN8 : 0.0197 R2N8 : 0.0193
σ : 0.93
deviance : 398.98
__
_____
C
peak time of C : --
E
wheather : humidity
threshold : 47.69
memory length : 241
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 = humidity, 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
381.97 0.918 3.17 -0.0216 0.529 1.18 0.77 7.82 -0.286 3.17 48.02 241 -- --
389.32 0.919 3.19 -0.0957 0.466 2.62 0.268 -- -0.287 4.24 48.51 251 -- --
383.57 0.912 3.18 -0.0228 0.518 0.929 -- 7.86 -0.294 2.68 48.04 241 -- --
387.56 0.917 3.2 -0.147 0.54 3.19 -- -- -0.28 3.09 48.96 251 -- --
398.56 0.93 3.17 0.0358 -- 0.246 -- 8.71 -0.284 -- 49 240 -- --
413.44 0.953 3.21 0.0373 0.394 -- -0.057 -- -0.326 1.73 -- -- -- --
413.46 0.952 3.21 0.0391 0.395 -- -- -- -0.326 1.75 -- -- -- --
398.69 0.93 3.2 -0.106 -- 3.84 -- -- -0.297 -- 47.41 241 -- --
385.2 0.914 3.21 -- 0.477 4.1 -- -- -0.303 2.47 48 233 -- --
422.92 0.961 3.21 0.0552 -- -- -- -- -0.317 -- -- -- -- --
413.5 0.951 3.21 -- 0.395 -- -- -- -0.33 1.76 -- -- -- --
398.98 0.93 3.2 -- -- 3.77 -- -- -0.286 -- 47.69 241 -- --
423 0.96 3.21 -- -- -- -- -- -0.323 -- -- -- -- --

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
1 377.53 wind 5.0 14400 > th dose dependent rect. 23 1
2 377.64 wind 7.0 14400 > th dose independent rect. 22 3
3 377.68 precipitation 0.1 4320 < th dose independent rect. 16 3
4 377.68 precipitation 0.1 4320 < th dose dependent rect. 16 3
5 378.02 precipitation 0.1 4320 > th dose independent rect. 16 3
6 378.52 wind 7.0 14400 < th dose independent rect. 22 3
7 378.57 humidity 60.0 1440 < th dose dependent rect. 15 1
8 378.79 precipitation 0.1 4320 > th dose dependent rect. 16 3
9 379.02 radiation 1.0 720 > th dose independent rect. 18 1
25 379.70 humidity 50.0 270 > th dose independent rect. 4 23
38 380.27 precipitation 0.1 4320 > th dose dependent rect. 18 1
52 381.44 precipitation 0.1 4320 > th dose dependent rect. 16 20
54 381.56 humidity 50.0 270 > th dose independent rect. 5 12
60 381.88 precipitation 0.1 4320 > th dose dependent rect. 16 17
66 382.19 precipitation 0.1 4320 > th dose dependent rect. 24 19
68 382.25 precipitation 0.1 4320 > th dose dependent rect. 16 14
74 382.46 precipitation 0.1 4320 < th dose independent rect. 24 19
75 382.46 precipitation 0.1 4320 < th dose dependent rect. 24 19
80 382.51 precipitation 0.1 4320 > th dose independent rect. 24 19
92 382.79 precipitation 0.1 4320 > th dose dependent rect. 24 22
95 382.80 precipitation 0.1 4320 > th dose dependent rect. 21 23
121 383.11 humidity 50.0 270 < th dose independent rect. 11 7
143 383.14 humidity 50.0 270 < th dose dependent rect. 11 7
160 383.16 humidity 50.0 270 < th dose dependent sin 21 NA
167 383.21 humidity 50.0 270 < th dose independent sin 20 NA
168 383.21 precipitation 0.1 4320 < th dose independent rect. 7 13
169 383.21 precipitation 0.1 4320 < th dose dependent rect. 7 13
170 383.22 humidity 50.0 270 > th dose independent sin 23 NA
171 383.22 precipitation 0.1 4320 > th dose independent rect. 7 13
181 383.28 humidity 50.0 270 < th dose dependent no NA NA
326 383.31 precipitation 0.1 4320 < th dose independent rect. 16 20
328 383.31 precipitation 0.1 4320 < th dose dependent rect. 16 20
332 383.33 precipitation 0.1 4320 > th dose independent rect. 16 21
335 383.34 precipitation 0.1 4320 > th dose dependent rect. 7 23
340 383.39 precipitation 0.1 4320 > th dose independent rect. 10 9
341 383.39 humidity 50.0 270 < th dose dependent rect. 17 23
353 383.48 precipitation 0.1 4320 < th dose independent rect. 11 8
356 383.48 precipitation 0.1 4320 < th dose dependent rect. 11 8
375 383.50 humidity 50.0 270 < th dose independent rect. 17 23
379 383.56 precipitation 0.1 4320 > th dose dependent rect. 7 13
380 383.56 precipitation 0.1 4320 > th dose dependent rect. 10 23
405 383.62 humidity 50.0 270 < th dose independent no NA NA
545 383.67 precipitation 0.1 4320 > th dose dependent rect. 10 20
550 383.69 precipitation 0.1 4320 > th dose dependent rect. 5 23
552 383.70 wind 5.0 14400 > th dose dependent rect. 22 3
554 383.72 precipitation 0.1 4320 > th dose dependent no NA NA
565 383.77 precipitation 0.1 4320 < th dose independent rect. 16 17
568 383.77 precipitation 0.1 4320 < th dose dependent rect. 16 17
605 383.88 precipitation 0.1 4320 > th dose independent rect. 16 17
613 383.91 precipitation 0.1 4320 < th dose independent rect. 5 15
615 383.91 precipitation 0.1 4320 < th dose dependent rect. 5 15
619 383.93 precipitation 0.1 4320 > th dose dependent rect. 3 23
631 383.99 precipitation 0.1 4320 > th dose independent rect. 5 15
651 384.07 precipitation 0.1 4320 > th dose dependent rect. 5 15
661 384.11 precipitation 0.1 4320 > th dose dependent rect. 10 10
665 384.11 humidity 60.0 1440 < th dose dependent rect. 13 21
681 384.19 wind 9.0 14400 < th dose independent rect. 22 5
700 384.29 humidity 60.0 1440 < th dose independent rect. 15 1
728 384.32 humidity 60.0 1440 < th dose dependent rect. 13 7
749 384.37 precipitation 0.1 4320 > th dose independent rect. 16 14
759 384.39 precipitation 0.1 4320 < th dose independent rect. 16 14
762 384.39 precipitation 0.1 4320 < th dose dependent rect. 16 14
800 384.55 precipitation 0.1 4320 > th dose dependent sin 14 NA
818 384.65 precipitation 0.1 4320 < th dose independent rect. 7 2
820 384.65 precipitation 0.1 4320 < th dose dependent rect. 7 2
821 384.66 atmosphere 995.0 14400 > th dose independent rect. 6 2
885 384.83 atmosphere 995.0 14400 > th dose independent rect. 24 1
906 384.84 humidity 60.0 1440 < th dose dependent sin 19 NA
948 384.96 humidity 50.0 14400 < th dose dependent rect. 15 19
953 384.97 humidity 60.0 1440 < th dose dependent rect. 11 8
969 384.98 precipitation 0.1 4320 > th dose independent rect. 7 2
971 384.98 precipitation 0.1 4320 > th dose dependent rect. 7 2
976 384.99 precipitation 0.1 4320 > th dose dependent sin 0 NA
982 385.00 humidity 50.0 270 > th dose independent no NA NA