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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.

Os01g0678800

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

Description : Heavy metal transport/detoxification protein domain containing protein.


log2(Expression) ~ Norm(μ, σ2)

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

par. value (S.E.)
α : 5.35 (0.029) R2 : 0.497
β1 : 1.9 (0.109) R2dD : 0.363 R2D : 0.0974
β2 : -- (--) R2dC : -- R2C : --
β3 : -0.781 (0.0826) R2dE : 0.111 R2E : -0.0247
β4 : -- (--) R2dD*C : -- R2D*C : --
β5 : -- (--) R2dD*E : -- R2D*E : --
γ1 : 0.835 (0.0619) R2dN8 : 0.264 R2N8 : 0.12
σ : 0.542
deviance : 135.47
__
_____
C
peak time of C : --
E
wheather : temperature
threshold : 29.62
memory length : 1537
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 = temperature, 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
132.11 0.54 5.51 0.76 0.112 -0.119 -0.614 -5.23 0.652 1.48 30 1433 -- --
135.45 0.542 5.39 1.8 0.09 -0.814 -0.852 -- 0.735 1.83 31.1 4074 -- --
133.12 0.537 5.52 0.729 0.139 -0.084 -- -5.58 0.662 23.2 30.08 1293 -- --
134.88 0.541 5.36 1.85 0.137 -0.766 -- -- 0.853 22.4 29.44 1531 -- --
134.4 0.54 5.52 0.724 -- -0.0828 -- -5.52 0.656 -- 30.04 1433 -- --
160.71 0.594 5.36 1.62 0.00647 -- -0.902 -- 0.834 2.82 -- -- -- --
162.87 0.598 5.36 1.64 0.106 -- -- -- 0.84 20.6 -- -- -- --
135.47 0.542 5.35 1.9 -- -0.781 -- -- 0.835 -- 29.62 1537 -- --
223.39 0.696 5.39 -- 0.147 -0.546 -- -- 0.572 22.7 30.6 2550 -- --
163.5 0.597 5.35 1.64 -- -- -- -- 0.839 -- -- -- -- --
233.83 0.715 5.4 -- 0.106 -- -- -- 0.658 21.8 -- -- -- --
223.69 0.697 5.42 -- -- -0.523 -- -- 0.543 -- 31 4472 -- --
234.49 0.715 5.39 -- -- -- -- -- 0.657 -- -- -- -- --

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
1 128.10 humidity 80.0 14400 > th dose dependent rect. 21 1
2 128.42 humidity 90.0 14400 < th dose dependent rect. 17 2
3 128.48 humidity 60.0 4320 > th dose independent rect. 13 1
4 128.48 wind 9.0 43200 > th dose dependent rect. 20 2
9 129.06 precipitation 0.1 43200 > th dose dependent rect. 16 2
10 129.13 humidity 50.0 14400 > th dose dependent rect. 18 1
15 129.37 humidity 60.0 14400 < th dose dependent rect. 16 2
16 129.39 precipitation 0.1 43200 > th dose dependent rect. 17 4
18 129.41 humidity 60.0 14400 < th dose dependent rect. 16 16
35 129.62 humidity 50.0 14400 > th dose dependent rect. 21 1
44 129.97 temperature 25.0 1440 > th dose dependent rect. 1 9
47 130.02 wind 9.0 43200 > th dose independent rect. 20 2
64 130.10 temperature 25.0 1440 > th dose dependent rect. 5 5
69 130.16 humidity 50.0 14400 > th dose dependent rect. 17 5
76 130.20 temperature 30.0 1440 > th dose independent rect. 8 6
90 130.20 temperature 25.0 1440 > th dose dependent rect. 8 2
91 130.21 temperature 30.0 1440 > th dose independent rect. 11 3
104 130.24 temperature 30.0 1440 < th dose independent rect. 2 12
108 130.26 temperature 30.0 1440 > th dose independent rect. 13 1
109 130.26 temperature 30.0 1440 < th dose independent rect. 8 6
113 130.29 temperature 30.0 1440 < th dose independent rect. 22 16
114 130.29 temperature 30.0 1440 < th dose independent rect. 20 18
122 130.34 humidity 80.0 14400 > th dose independent rect. 17 1
125 130.36 humidity 60.0 4320 < th dose independent rect. 13 1
127 130.37 temperature 30.0 1440 < th dose independent rect. 10 4
128 130.38 humidity 60.0 14400 < th dose independent rect. 17 2
135 130.45 humidity 90.0 14400 < th dose independent rect. 21 1
136 130.45 wind 9.0 43200 < th dose independent rect. 20 2
140 130.50 wind 9.0 43200 > th dose independent rect. 20 9
165 130.57 atmosphere 1000.0 43200 < th dose independent rect. 11 2
167 130.59 atmosphere 1000.0 43200 > th dose independent rect. 11 1
186 130.67 wind 9.0 43200 < th dose independent rect. 20 11
192 130.69 humidity 60.0 14400 > th dose independent rect. 17 2
197 130.70 humidity 80.0 14400 < th dose independent rect. 17 1
210 130.73 temperature 30.0 1440 < th dose independent sin 6 NA
211 130.73 wind 9.0 43200 > th dose dependent rect. 17 14
214 130.77 temperature 30.0 1440 > th dose independent sin 6 NA
217 130.77 temperature 25.0 4320 > th dose dependent rect. 20 1
231 130.84 humidity 60.0 14400 > th dose independent rect. 17 7
233 130.85 humidity 60.0 14400 > th dose independent rect. 17 9
234 130.85 humidity 60.0 14400 > th dose independent rect. 17 12
241 130.87 humidity 60.0 14400 > th dose independent rect. 17 4
253 130.90 wind 9.0 43200 > th dose independent rect. 20 7
267 130.96 wind 9.0 43200 > th dose independent rect. 17 15
274 131.00 temperature 30.0 1440 < th dose independent rect. 11 1
355 131.14 wind 9.0 43200 > th dose dependent sin 13 NA
373 131.18 wind 9.0 43200 < th dose independent rect. 17 15
383 131.21 humidity 50.0 14400 < th dose independent rect. 16 19
394 131.24 wind 9.0 43200 > th dose dependent rect. 20 10
451 131.43 temperature 25.0 1440 > th dose dependent rect. 6 1
535 131.58 temperature 30.0 1440 < th dose independent rect. 15 2
538 131.58 radiation 30.0 1440 > th dose independent rect. 15 18
567 131.65 humidity 50.0 14400 > th dose independent rect. 16 18
585 131.68 wind 9.0 43200 > th dose independent sin 12 NA
620 131.73 wind 7.0 43200 > th dose dependent rect. 20 4
635 131.77 humidity 70.0 1440 < th dose independent rect. 16 1
696 131.91 radiation 30.0 1440 < th dose independent rect. 15 18
783 132.00 wind 9.0 43200 < th dose independent sin 12 NA
804 132.06 precipitation 0.1 43200 < th dose independent rect. 17 1
805 132.06 precipitation 0.1 43200 < th dose dependent rect. 17 1
810 132.07 precipitation 0.1 43200 > th dose independent rect. 17 1
822 132.07 temperature 30.0 1440 > th dose independent rect. 10 23
838 132.09 temperature 30.0 4320 < th dose independent rect. 13 22
875 132.12 temperature 30.0 1440 > th dose independent no NA NA