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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.

Os04g0497300

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

Description : Protein of unknown function DUF1138 family protein.


log2(Expression) ~ Norm(μ, σ2)

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

par. value (S.E.)
α : 5.84 (0.389) R2 : 0.115
β1 : 13.2 (1.88) R2dD : 14.2 R2D : -25.3
β2 : -- (--) R2dC : -- R2C : --
β3 : 106 (14.7) R2dE : 389 R2E : -396
β4 : -- (--) R2dD*C : -- R2D*C : --
β5 : 511 (70.9) R2dD*E : 390 R2D*E : -383
γ1 : 0.065 (0.0926) R2dN8 : 0.00129 R2N8 : -10.6
σ : 0.806
deviance : 299.26
__
_____
C
peak time of C : --
E
wheather : wind
threshold : 7.032
memory length : 1520
response mode : > th
dose dependency : dose dependent
G
type of G : rect.
peak or start time of G : 4.01
open length of G : 1.62

__

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 = 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
296.34 0.809 5.84 13.3 0.129 106 0.897 513 0.0651 6.44 7.013 1449 4 1.01
332.01 0.855 3.05 -0.257 0.181 0.259 0.676 -- 0.0539 6.59 4.299 582 5.1 10.1
297.88 0.804 5.83 13.2 0.156 106 -- 510 0.0638 8.64 6.977 1451 4.01 1.04
328.47 0.844 3.04 -0.181 0.311 0.581 -- -- 0.052 6.71 3.607 1166 4.97 9.07
299.26 0.806 5.84 13.2 -- 106 -- 511 0.065 -- 7.032 1520 4.01 1.62
332.61 0.855 3.05 -0.288 0.183 -- 0.665 -- 0.0435 6.78 -- -- -- --
333.73 0.855 3.05 -0.276 0.185 -- -- -- 0.0419 7.02 -- -- -- --
329.44 0.845 3.04 -0.0999 -- 0.639 -- -- 0.0999 -- 6.208 1162 4.88 8.8
327.1 0.842 3.05 -- 0.222 0.662 -- -- 0.126 6.8 5.6 1160 6.38 6.57
335.53 0.856 3.06 -0.273 -- -- -- -- 0.0453 -- -- -- -- --
335.75 0.857 3.05 -- 0.182 -- -- -- 0.0727 7.12 -- -- -- --
329.35 0.845 3.04 -- -- 0.671 -- -- 0.125 -- 5.794 1162 6.42 6.42
337.5 0.857 3.05 -- -- -- -- -- 0.0756 -- -- -- -- --

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
1 296.34 wind 7.0 1440 > th dose dependent rect. 4 1
4 296.35 wind 7.0 1440 > th dose independent rect. 4 1
13 301.52 wind 7.0 1440 > th dose dependent rect. 1 4
19 302.52 wind 7.0 1440 > th dose independent rect. 1 4
29 311.11 humidity 50.0 10 < th dose independent rect. 11 1
121 311.11 humidity 50.0 10 < th dose dependent rect. 11 1
223 314.96 humidity 60.0 43200 > th dose independent rect. 20 1
224 315.51 wind 1.0 270 < th dose dependent rect. 1 1
225 315.75 wind 1.0 30 < th dose dependent rect. 1 1
232 316.18 humidity 60.0 43200 > th dose independent rect. 20 12
234 316.48 wind 1.0 10 < th dose dependent rect. 22 5
243 316.59 humidity 60.0 43200 < th dose independent rect. 19 13
256 316.89 wind 1.0 10 < th dose dependent rect. 11 16
262 317.11 humidity 60.0 43200 < th dose independent rect. 7 1
265 317.14 humidity 60.0 43200 < th dose independent rect. 20 1
268 317.23 humidity 60.0 43200 > th dose independent rect. 7 1
271 317.36 humidity 70.0 43200 < th dose dependent rect. 20 1
272 317.39 humidity 70.0 43200 < th dose dependent rect. 20 12
273 317.46 wind 1.0 90 < th dose independent rect. 1 2
292 318.34 wind 1.0 270 < th dose dependent rect. 22 4
294 318.37 humidity 90.0 90 > th dose independent rect. 2 2
299 318.46 humidity 70.0 43200 < th dose dependent rect. 6 2
323 318.82 atmosphere 995.0 10 > th dose dependent rect. 11 17
326 318.90 humidity 60.0 43200 < th dose independent rect. 19 3
327 318.90 humidity 60.0 43200 > th dose independent rect. 18 15
332 318.97 wind 9.0 10 > th dose independent rect. 13 7
342 319.01 wind 7.0 270 < th dose independent rect. 12 11
343 319.01 wind 1.0 270 < th dose dependent rect. 13 14
359 319.20 humidity 60.0 43200 < th dose independent rect. 19 7
366 319.32 wind 1.0 10 < th dose independent rect. 22 4
372 319.36 precipitation 0.1 43200 < th dose independent rect. 8 1
373 319.36 precipitation 0.1 43200 < th dose dependent rect. 8 1
381 319.41 wind 1.0 10 < th dose independent rect. 15 11
400 319.63 wind 1.0 10 < th dose independent rect. 11 15
402 319.63 atmosphere 1000.0 10 > th dose independent rect. 11 17
404 319.71 precipitation 0.1 43200 > th dose independent rect. 8 1
407 319.71 precipitation 0.1 43200 > th dose dependent rect. 8 1
412 319.79 humidity 90.0 10 > th dose dependent rect. 3 1
452 320.30 wind 7.0 30 > th dose independent rect. 13 1
458 320.34 radiation 30.0 43200 < th dose independent rect. 5 2
462 320.36 temperature 25.0 14400 > th dose independent rect. 6 2
464 320.37 temperature 25.0 14400 < th dose independent rect. 6 2
466 320.38 wind 1.0 14400 < th dose dependent rect. 18 2
482 320.45 temperature 25.0 14400 > th dose dependent rect. 8 1
486 320.53 wind 9.0 90 > th dose independent rect. 12 8
487 320.53 wind 7.0 90 > th dose dependent rect. 13 1
492 320.57 temperature 20.0 90 < th dose dependent rect. 2 1
524 320.62 atmosphere 1015.0 10 < th dose independent rect. 4 23
525 320.63 radiation 30.0 43200 < th dose independent rect. 19 12
538 320.71 humidity 60.0 30 > th dose independent rect. 11 17
540 320.72 radiation 20.0 43200 > th dose dependent rect. 17 14
557 320.74 wind 9.0 90 > th dose independent rect. 12 11
560 320.74 radiation 30.0 43200 < th dose independent rect. 17 14
567 320.77 radiation 30.0 43200 < th dose independent rect. 22 9
591 320.80 wind 1.0 14400 < th dose independent rect. 18 2
602 320.80 radiation 20.0 43200 > th dose dependent rect. 6 1
604 320.80 wind 9.0 10 > th dose dependent rect. 13 3
623 320.83 precipitation 0.1 43200 > th dose dependent rect. 4 1
624 320.84 wind 1.0 43200 < th dose dependent rect. 15 5
626 320.85 wind 7.0 10 > th dose dependent rect. 13 1
628 320.86 radiation 30.0 43200 < th dose independent rect. 24 7
646 320.95 temperature 15.0 10 > th dose independent rect. 11 17
703 321.11 humidity 50.0 1440 > th dose independent rect. 5 6
715 321.15 wind 9.0 43200 < th dose independent rect. 11 1
752 321.17 wind 1.0 43200 < th dose dependent rect. 19 12
754 321.18 wind 9.0 43200 > th dose independent rect. 11 1
782 321.24 precipitation 0.1 10 < th dose independent rect. 11 17
784 321.24 wind 1.0 43200 < th dose dependent rect. 4 1
785 321.24 precipitation 0.1 10 < th dose dependent rect. 11 17
786 321.25 precipitation 0.1 43200 > th dose independent rect. 4 1
791 321.28 wind 9.0 720 < th dose independent rect. 8 8
816 321.37 temperature 30.0 30 < th dose independent rect. 11 17
820 321.38 wind 1.0 43200 < th dose independent rect. 16 4
821 321.38 temperature 10.0 10 > th dose independent rect. 4 7
823 321.38 temperature 10.0 1440 > th dose independent rect. 5 7
826 321.38 humidity 50.0 10 > th dose independent rect. 4 7
827 321.38 atmosphere 995.0 10 > th dose independent rect. 4 7
828 321.38 atmosphere 995.0 1440 > th dose independent rect. 5 7
829 321.38 atmosphere 1015.0 10 < th dose independent rect. 4 7
831 321.38 temperature 10.0 1440 > th dose independent rect. 12 17
836 321.40 wind 7.0 10 < th dose independent rect. 4 7
838 321.40 precipitation 0.1 10 < th dose independent rect. 4 7
841 321.40 precipitation 0.1 10 < th dose dependent rect. 4 7
852 321.44 humidity 60.0 10 < th dose dependent sin 8 NA
872 321.47 humidity 50.0 10 > th dose independent sin 9 NA
878 321.49 wind 1.0 43200 > th dose independent rect. 16 4
889 321.52 atmosphere 1015.0 270 < th dose independent rect. 12 11
891 321.54 wind 1.0 270 < th dose independent rect. 22 5
923 321.60 precipitation 0.1 43200 < th dose independent rect. 4 1
924 321.60 precipitation 0.1 43200 < th dose dependent rect. 4 1
931 321.63 temperature 30.0 14400 < th dose independent rect. 15 1
943 321.66 radiation 40.0 43200 < th dose independent rect. 16 16
944 321.66 temperature 25.0 14400 > th dose dependent sin 7 NA
965 321.68 temperature 30.0 14400 > th dose independent rect. 15 1
981 321.70 atmosphere 1015.0 10 < th dose dependent rect. 4 22
990 321.72 radiation 1.0 4320 < th dose dependent rect. 20 9