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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.

Os02g0123700

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

Description : Similar to CEL5=CELLULASE 5 (Fragment).


log2(Expression) ~ Norm(μ, σ2)

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

par. value (S.E.)
α : 3.21 (0.0331) R2 : 0.0705
β1 : -- (--) R2dD : -- R2D : --
β2 : -- (--) R2dC : -- R2C : --
β3 : -- (--) R2dE : -- R2E : --
β4 : -- (--) R2dD*C : -- R2D*C : --
β5 : -- (--) R2dD*E : -- R2D*E : --
γ1 : 0.409 (0.0696) R2dN8 : 0.0911 R2N8 : 0.0705
σ : 0.623
deviance : 177.99
__
_____
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 = temperature, 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
145.45 0.567 3.17 0.85 0.412 -1.03 1.28 -2.89 0.442 1.89 23.52 236 -- --
154.25 0.583 3.22 0.499 0.416 -0.611 0.718 -- 0.374 1.46 24.2 239 -- --
148.6 0.568 3.17 0.793 0.363 -1.05 -- -2.77 0.43 2.72 23.28 404 -- --
156.24 0.582 3.22 0.46 0.382 -0.623 -- -- 0.367 2.35 24.37 260 -- --
154.35 0.579 3.17 0.82 -- -0.848 -- -2.32 0.438 -- 24.88 904 -- --
159.61 0.592 3.19 0.639 0.31 -- 0.724 -- 0.476 1.46 -- -- -- --
161.58 0.595 3.19 0.614 0.317 -- -- -- 0.472 2.1 -- -- -- --
161.34 0.592 3.22 0.442 -- -0.627 -- -- 0.341 -- 25.6 978 -- --
161.17 0.591 3.23 -- 0.409 -0.805 -- -- 0.283 2.45 24.3 270 -- --
167.61 0.605 3.19 0.627 -- -- -- -- 0.479 -- -- -- -- --
171.52 0.613 3.21 -- 0.329 -- -- -- 0.403 2.15 -- -- -- --
165.78 0.6 3.24 -- -- -0.826 -- -- 0.255 -- 25.55 1022 -- --
177.99 0.623 3.21 -- -- -- -- -- 0.409 -- -- -- -- --

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
1 135.12 precipitation 0.1 90 > th dose independent rect. 24 3
2 135.12 precipitation 0.1 90 > th dose dependent rect. 24 3
5 135.70 precipitation 0.1 10 > th dose independent rect. 1 1
15 135.70 precipitation 0.1 10 > th dose dependent rect. 1 1
25 135.80 wind 1.0 90 < th dose dependent rect. 24 1
28 138.57 wind 1.0 90 < th dose independent rect. 24 1
30 139.98 precipitation 0.1 4320 > th dose independent rect. 7 1
31 139.98 precipitation 0.1 4320 > th dose dependent rect. 7 1
37 140.64 precipitation 0.1 1440 > th dose independent rect. 23 2
38 140.64 precipitation 0.1 1440 > th dose dependent rect. 23 2
43 140.86 precipitation 0.1 4320 < th dose independent rect. 7 1
44 140.86 precipitation 0.1 4320 < th dose dependent rect. 7 1
50 141.23 precipitation 0.1 720 > th dose independent rect. 20 5
51 141.23 precipitation 0.1 720 > th dose dependent rect. 20 5
52 141.30 humidity 90.0 4320 > th dose dependent rect. 8 1
66 142.03 humidity 80.0 1440 < th dose independent rect. 11 1
88 142.94 humidity 80.0 1440 > th dose independent rect. 11 1
94 143.24 precipitation 0.1 4320 > th dose dependent rect. 4 5
96 143.28 precipitation 0.1 4320 > th dose independent rect. 4 4
98 143.28 precipitation 0.1 4320 < th dose independent rect. 4 5
99 143.28 precipitation 0.1 4320 < th dose dependent rect. 4 5
110 143.54 temperature 25.0 720 < th dose dependent rect. 17 8
169 144.48 temperature 25.0 720 < th dose dependent rect. 19 2
172 144.49 temperature 25.0 720 < th dose dependent sin 17 NA
176 144.50 wind 5.0 4320 > th dose dependent rect. 20 7
183 144.59 precipitation 0.1 14400 > th dose dependent rect. 17 1
206 144.78 wind 5.0 4320 > th dose independent rect. 20 5
207 144.78 humidity 70.0 1440 > th dose dependent rect. 11 1
219 144.84 humidity 90.0 270 > th dose dependent rect. 7 21
223 144.87 temperature 25.0 270 < th dose dependent rect. 15 17
230 144.94 wind 3.0 14400 < th dose dependent rect. 1 2
257 145.12 humidity 90.0 270 > th dose independent sin 12 NA
268 145.20 precipitation 0.1 14400 > th dose independent rect. 17 1
283 145.30 precipitation 0.1 4320 > th dose dependent rect. 3 14
289 145.34 humidity 80.0 4320 > th dose independent rect. 9 3
290 145.34 wind 5.0 4320 < th dose independent rect. 20 5
291 145.34 precipitation 0.1 4320 < th dose independent rect. 3 14
292 145.34 precipitation 0.1 4320 < th dose dependent rect. 3 14
295 145.37 precipitation 0.1 4320 > th dose independent rect. 3 14
296 145.37 wind 3.0 14400 < th dose dependent rect. 23 4
304 145.39 wind 5.0 4320 > th dose dependent rect. 21 3
309 145.42 precipitation 0.1 720 > th dose independent rect. 20 1
311 145.42 humidity 90.0 270 > th dose independent rect. 7 22
312 145.42 precipitation 0.1 720 > th dose dependent rect. 20 1
323 145.48 humidity 90.0 270 > th dose independent rect. 19 10
330 145.51 humidity 90.0 270 > th dose dependent rect. 9 18
336 145.53 wind 3.0 14400 < th dose dependent rect. 5 1
353 145.62 temperature 25.0 270 < th dose dependent sin 12 NA
355 145.63 humidity 90.0 270 > th dose dependent rect. 19 8
360 145.67 precipitation 0.1 14400 < th dose independent rect. 17 1
363 145.67 precipitation 0.1 14400 < th dose dependent rect. 17 1
366 145.68 humidity 90.0 270 > th dose dependent rect. 13 14
371 145.71 wind 5.0 1440 > th dose independent rect. 17 17
376 145.71 precipitation 0.1 4320 > th dose dependent rect. 24 17
386 145.77 wind 5.0 4320 > th dose independent sin 13 NA
388 145.77 humidity 90.0 270 > th dose dependent rect. 21 6
394 145.78 wind 3.0 14400 < th dose dependent rect. 21 10
401 145.81 precipitation 0.1 4320 < th dose independent rect. 3 11
403 145.81 precipitation 0.1 4320 < th dose dependent rect. 3 11
414 145.84 humidity 90.0 270 > th dose dependent rect. 15 12
428 145.86 wind 5.0 1440 < th dose independent rect. 17 17
439 145.89 precipitation 0.1 4320 > th dose independent rect. 3 11
440 145.89 humidity 90.0 270 < th dose independent rect. 19 13
444 145.91 wind 5.0 4320 < th dose independent sin 13 NA
448 145.92 humidity 80.0 90 > th dose dependent rect. 23 15
465 145.96 wind 5.0 4320 > th dose independent rect. 18 9
467 145.97 wind 3.0 14400 < th dose independent rect. 6 1
473 145.99 humidity 90.0 270 > th dose independent rect. 13 15
484 146.03 wind 5.0 4320 < th dose independent rect. 18 9
488 146.04 precipitation 0.1 1440 < th dose independent rect. 7 6
494 146.04 precipitation 0.1 1440 < th dose dependent rect. 7 6
498 146.05 humidity 90.0 270 < th dose independent sin 11 NA
503 146.07 precipitation 0.1 4320 < th dose independent rect. 24 17
506 146.07 precipitation 0.1 4320 < th dose dependent rect. 24 17
508 146.08 precipitation 0.1 4320 > th dose independent rect. 24 17
522 146.12 humidity 80.0 270 > th dose dependent sin 11 NA
532 146.15 humidity 80.0 14400 > th dose dependent rect. 13 1
541 146.18 wind 5.0 1440 > th dose independent sin 11 NA
543 146.18 wind 5.0 4320 > th dose independent rect. 16 11
545 146.18 temperature 25.0 10 < th dose dependent rect. 18 16
547 146.19 wind 5.0 1440 > th dose independent rect. 17 13
563 146.22 precipitation 0.1 1440 < th dose independent rect. 1 1
565 146.22 precipitation 0.1 1440 < th dose dependent rect. 1 1
594 146.27 humidity 50.0 1440 > th dose dependent rect. 24 12
604 146.29 humidity 90.0 270 > th dose independent rect. 16 12
607 146.29 humidity 80.0 30 > th dose dependent rect. 3 23
620 146.31 wind 1.0 14400 > th dose dependent rect. 1 1
632 146.33 radiation 1.0 1440 < th dose dependent rect. 7 1
636 146.34 humidity 90.0 4320 > th dose dependent rect. 8 6
638 146.35 radiation 1.0 1440 < th dose independent rect. 7 1
651 146.37 humidity 90.0 270 > th dose independent rect. 19 22
668 146.40 radiation 1.0 1440 > th dose independent rect. 7 1
675 146.42 wind 5.0 1440 < th dose independent sin 11 NA
688 146.45 humidity 90.0 270 > th dose dependent sin 14 NA
692 146.46 wind 3.0 14400 < th dose independent rect. 1 1
695 146.46 wind 5.0 1440 < th dose independent rect. 17 13
701 146.47 radiation 1.0 1440 > th dose independent rect. 7 4
703 146.47 humidity 90.0 270 > th dose independent rect. 19 14
709 146.48 humidity 90.0 270 > th dose independent rect. 19 20
717 146.49 humidity 80.0 270 > th dose dependent rect. 21 18
734 146.53 wind 3.0 14400 > th dose independent rect. 6 1
782 146.59 temperature 20.0 30 > th dose independent rect. 3 23
787 146.60 wind 3.0 14400 < th dose dependent rect. 1 6
811 146.63 temperature 20.0 10 > th dose independent rect. 24 7
812 146.63 wind 3.0 4320 > th dose dependent rect. 20 1
834 146.67 humidity 90.0 1440 < th dose dependent rect. 23 13
844 146.70 wind 1.0 14400 > th dose independent rect. 4 4
845 146.70 precipitation 0.1 1440 > th dose independent rect. 24 9
856 146.72 precipitation 0.1 1440 < th dose independent rect. 24 9
858 146.72 temperature 20.0 1440 > th dose dependent rect. 4 1
859 146.72 precipitation 0.1 1440 < th dose dependent rect. 24 9
891 146.76 temperature 20.0 270 > th dose dependent rect. 21 9
904 146.79 wind 5.0 1440 > th dose dependent sin 10 NA
908 146.80 precipitation 0.1 1440 < th dose independent rect. 24 11
913 146.80 precipitation 0.1 1440 < th dose dependent rect. 24 11
920 146.81 temperature 20.0 30 > th dose dependent rect. 22 9
930 146.83 humidity 80.0 90 > th dose dependent rect. 23 18
932 146.84 wind 5.0 4320 < th dose independent rect. 20 1
972 146.88 wind 1.0 14400 > th dose independent rect. 19 12
979 146.89 precipitation 0.1 1440 > th dose independent rect. 24 6
994 146.90 precipitation 0.1 1440 > th dose independent rect. 7 6