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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.

Os04g0417000

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

Description : Similar to Aluminum-activated malate transporter.


log2(Expression) ~ Norm(μ, σ2)

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

par. value (S.E.)
α : 2.79 (0.0295) R2 : 2.92e-05
β1 : -- (--) R2dD : -- R2D : --
β2 : -- (--) R2dC : -- R2C : --
β3 : -- (--) R2dE : -- R2E : --
β4 : -- (--) R2dD*C : -- R2D*C : --
β5 : -- (--) R2dD*E : -- R2D*E : --
γ1 : -0.00717 (0.0621) R2dN8 : 3.77e-05 R2N8 : 2.92e-05
σ : 0.556
deviance : 141.72
__
_____
C
peak time of C : --
E
wheather : --
threshold : --
memory length : --
response mode : --
dose dependency : --
G
type of G : --
peak or start time of G : --
open length of G : --

__

Dependence on each variable

Residual plot

Process of the parameter reduction
(fixed parameters. wheather = wind, 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
125.57 0.526 2.74 0.411 0.073 -0.412 -0.0147 6.49 0.0442 12.3 1.753e-06 100 -- --
136.36 0.544 2.78 0.256 0.08 0.548 -0.152 -- 0.0568 12.4 0.3 97 -- --
125.53 0.522 2.74 0.411 0.0736 -0.416 -- 6.55 0.0435 12.2 0.1442 98 -- --
136.46 0.544 2.78 0.236 0.0849 0.594 -- -- 0.054 14 0.2614 97 -- --
125.83 0.522 2.74 0.41 -- -0.439 -- 6.55 0.0419 -- 0.1366 97 -- --
138.36 0.551 2.79 0.295 0.0233 -- 0.635 -- 0.0278 4.79 -- -- -- --
139.16 0.552 2.79 0.293 0.0719 -- -- -- 0.0249 9.07 -- -- -- --
136.86 0.545 2.78 0.229 -- 0.542 -- -- 0.0484 -- 0.1003 97 -- --
137.87 0.547 2.79 -- 0.0866 0.666 -- -- 0.0324 14.1 0.1869 97 -- --
139.45 0.552 2.79 0.293 -- -- -- -- 0.0253 -- -- -- -- --
141.42 0.556 2.79 -- 0.0725 -- -- -- -0.00773 8.76 -- -- -- --
138.29 0.548 2.79 -- -- 0.608 -- -- 0.0271 -- 0.092 97 -- --
141.72 0.556 2.79 -- -- -- -- -- -0.00717 -- -- -- -- --

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
1 109.98 wind 1.0 90 < th dose dependent rect. 4 1
2 111.88 wind 1.0 90 < th dose independent rect. 4 1
16 124.06 wind 1.0 90 < th dose dependent rect. 4 14
22 124.96 wind 1.0 90 < th dose independent rect. 4 3
32 126.44 atmosphere 1005.0 90 > th dose dependent rect. 5 1
61 128.07 humidity 70.0 4320 > th dose independent rect. 20 4
69 128.22 wind 1.0 90 < th dose dependent sin 5 NA
70 128.25 humidity 70.0 4320 > th dose independent rect. 20 10
72 128.35 precipitation 0.1 4320 > th dose dependent rect. 20 4
73 128.36 humidity 70.0 4320 > th dose independent rect. 20 6
102 128.62 humidity 70.0 4320 < th dose independent rect. 20 1
112 128.62 humidity 70.0 4320 < th dose dependent rect. 20 1
129 128.93 humidity 50.0 4320 > th dose independent rect. 16 1
133 128.96 humidity 90.0 10 > th dose dependent rect. 6 1
136 128.98 precipitation 0.1 4320 > th dose independent rect. 20 3
140 129.00 precipitation 0.1 4320 < th dose independent rect. 20 3
141 129.00 precipitation 0.1 4320 < th dose dependent rect. 20 3
175 129.38 radiation 1.0 90 < th dose dependent rect. 5 1
184 129.50 wind 9.0 4320 > th dose dependent rect. 14 1
201 129.70 radiation 1.0 30 < th dose independent rect. 5 1
229 130.19 wind 7.0 4320 > th dose independent rect. 24 1
230 130.19 radiation 40.0 270 > th dose independent rect. 10 1
231 130.19 radiation 1.0 270 < th dose independent rect. 8 1
232 130.19 wind 7.0 4320 > th dose dependent rect. 24 1
233 130.19 radiation 1.0 270 < th dose dependent rect. 8 1
238 130.24 humidity 60.0 14400 > th dose independent rect. 6 2
252 130.36 wind 7.0 4320 < th dose independent rect. 24 1
258 130.40 atmosphere 1010.0 270 > th dose dependent rect. 12 1
265 130.41 humidity 50.0 10 > th dose independent sin 7 NA
279 130.46 atmosphere 1010.0 10 > th dose dependent rect. 12 1
336 130.66 atmosphere 1010.0 30 > th dose dependent rect. 10 3
349 130.67 atmosphere 1010.0 30 > th dose dependent sin 23 NA
365 130.68 radiation 40.0 270 > th dose dependent rect. 10 1
645 130.85 wind 9.0 4320 > th dose independent rect. 14 1
658 130.90 temperature 20.0 10 < th dose independent rect. 3 4
681 130.94 temperature 20.0 10 < th dose independent rect. 4 2
683 130.98 wind 5.0 90 > th dose independent rect. 2 1
685 130.98 wind 5.0 90 > th dose dependent rect. 2 1
694 131.07 humidity 50.0 1440 < th dose dependent rect. 13 1
821 131.17 humidity 60.0 270 < th dose independent rect. 10 1
836 131.20 wind 9.0 4320 < th dose independent rect. 14 1
850 131.30 temperature 20.0 270 < th dose independent rect. 3 2
856 131.32 wind 9.0 43200 > th dose dependent rect. 19 16
864 131.37 humidity 50.0 1440 < th dose dependent rect. 11 3
882 131.38 humidity 60.0 90 < th dose independent rect. 11 3
883 131.38 temperature 20.0 270 < th dose independent rect. 2 4
895 131.43 temperature 20.0 30 < th dose independent sin 4 NA
901 131.44 atmosphere 995.0 43200 > th dose independent rect. 7 6
909 131.49 humidity 60.0 90 < th dose dependent rect. 12 1
918 131.52 wind 7.0 43200 > th dose dependent rect. 8 2
919 131.52 wind 7.0 43200 > th dose dependent rect. 6 4
927 131.57 wind 1.0 720 < th dose dependent rect. 7 1
942 131.63 wind 9.0 43200 < th dose independent rect. 8 3
949 131.66 humidity 90.0 10 > th dose independent rect. 6 1
958 131.69 wind 9.0 43200 > th dose independent rect. 8 3
973 131.71 atmosphere 995.0 43200 < th dose dependent rect. 5 11
975 131.72 wind 1.0 720 < th dose independent rect. 7 1
994 131.78 humidity 60.0 90 < th dose dependent rect. 11 3
999 131.79 temperature 20.0 10 < th dose independent rect. 3 9