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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.

Os03g0178500

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

Description : Alpha/beta hydrolase family protein.


log2(Expression) ~ Norm(μ, σ2)

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

par. value (S.E.)
α : 3.62 (0.0304) R2 : 0.666
β1 : -0.675 (0.111) R2dD : 0.0297 R2D : 0.0261
β2 : 3.41 (0.123) R2dC : 1.35 R2C : -0.774
β3 : -3 (0.107) R2dE : 1.4 R2E : -0.704
β4 : -- (--) R2dD*C : -- R2D*C : --
β5 : -- (--) R2dD*E : -- R2D*E : --
γ1 : -0.121 (0.065) R2dN8 : 0.00334 R2N8 : -0.00809
σ : 0.569
deviance : 149.36
__
_____
C
peak time of C : 5.1
E
wheather : radiation
threshold : 0.5897
memory length : 220
response mode : < th
dose dependency : dose independent
G
type of G : sin
peak or start time of G : 3.6
open length of G : --

__

Dependence on each variable

Residual plot

Process of the parameter reduction
(fixed parameters. wheather = radiation, response mode = < th, dose dependency = dose independent, type of G = sin)

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
141.57 0.559 3.62 -0.679 3.78 -3.34 -3.11 2.5 -0.104 4.92 0.451 264 4.12 --
148.52 0.568 3.62 -0.613 3.5 -3.09 -0.802 -- -0.0789 5.11 0.6968 224 3.52 --
154.69 0.579 3.68 -0.55 3.28 -3.01 -- 1.36 -0.12 5.08 0.76 218 3.69 --
149.36 0.569 3.62 -0.675 3.41 -3 -- -- -0.121 5.1 0.5897 220 3.6 --
230.88 0.712 3.66 -0.651 -- -1.67 -- 1.09 -0.0433 -- 12.58 8 8.05 --
193.92 0.653 3.61 -0.611 1.99 -- -1.42 -- -0.034 9.39 -- -- -- --
201.21 0.664 3.61 -0.662 2 -- -- -- -0.035 9.44 -- -- -- --
201.03 0.66 3.66 -0.654 -- -1.99 -- -- -0.023 -- 62.79 3 8.57 --
162.1 0.593 3.61 -- 3.44 -3.05 -- -- -0.0446 5.09 0.62 220 3.53 --
435.57 0.975 3.66 -0.674 -- -- -- -- -0.0286 -- -- -- -- --
212.76 0.682 3.59 -- 2 -- -- -- 0.0387 9.47 -- -- -- --
212.31 0.679 3.65 -- -- -1.98 -- -- 0.0364 -- 59.91 6 8.57 --
447.57 0.987 3.64 -- -- -- -- -- 0.0462 -- -- -- -- --

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
1 140.12 temperature 10.0 270 > th dose dependent rect. 4 6
4 142.55 radiation 1.0 270 < th dose dependent sin 10 NA
8 143.15 temperature 10.0 10 > th dose dependent rect. 5 7
13 144.07 radiation 20.0 30 < th dose dependent sin 8 NA
15 145.12 wind 9.0 270 < th dose dependent rect. 4 6
16 145.35 radiation 1.0 270 < th dose dependent rect. 21 16
25 146.55 temperature 15.0 270 > th dose independent rect. 4 6
27 146.62 radiation 1.0 270 < th dose independent sin 10 NA
28 146.66 wind 7.0 270 < th dose independent rect. 4 6
30 146.74 radiation 1.0 270 > th dose independent sin 10 NA
37 147.14 precipitation 0.1 270 < th dose independent rect. 4 6
38 147.14 precipitation 0.1 270 < th dose dependent rect. 4 6
42 147.55 radiation 1.0 90 > th dose independent rect. 4 7
54 147.83 humidity 50.0 270 > th dose independent rect. 4 6
55 147.83 atmosphere 995.0 270 > th dose independent rect. 4 6
56 147.83 atmosphere 1015.0 270 < th dose independent rect. 4 6
57 147.83 temperature 10.0 270 > th dose independent rect. 10 18
60 148.00 wind 9.0 270 < th dose independent rect. 10 18
76 148.22 temperature 15.0 270 > th dose independent rect. 3 8
88 148.62 wind 7.0 270 < th dose independent rect. 3 8
89 148.67 radiation 40.0 270 < th dose independent rect. 14 9
91 148.72 wind 9.0 10 < th dose dependent rect. 5 7
120 149.41 radiation 1.0 270 < th dose independent rect. 21 16
122 149.49 precipitation 0.1 270 < th dose independent rect. 10 18
123 149.49 precipitation 0.1 270 < th dose dependent rect. 10 18
135 149.76 radiation 1.0 90 < th dose independent sin 7 NA
141 149.93 temperature 10.0 270 > th dose independent rect. 14 9
142 149.93 temperature 10.0 270 > th dose independent rect. 23 15
143 149.93 atmosphere 995.0 270 > th dose independent rect. 23 15
150 150.00 temperature 30.0 270 < th dose independent rect. 4 5
151 150.01 radiation 1.0 90 > th dose independent sin 7 NA
155 150.09 wind 9.0 270 < th dose independent rect. 23 15
160 150.22 radiation 40.0 270 < th dose independent rect. 4 5
174 150.50 precipitation 0.1 270 < th dose independent rect. 4 18
175 150.50 precipitation 0.1 270 < th dose dependent rect. 4 18
179 150.55 wind 9.0 270 < th dose independent rect. 14 9
188 150.78 temperature 15.0 270 > th dose independent rect. 4 18
199 150.96 precipitation 0.1 270 < th dose independent rect. 15 8
200 150.96 precipitation 0.1 270 < th dose dependent rect. 15 8
206 151.04 precipitation 0.1 270 < th dose independent rect. 17 16
208 151.04 precipitation 0.1 270 < th dose dependent rect. 17 16
210 151.07 atmosphere 995.0 270 > th dose independent rect. 10 18
213 151.13 wind 9.0 270 < th dose independent rect. 22 6
215 151.14 temperature 10.0 270 > th dose independent rect. 22 6
216 151.14 temperature 30.0 270 < th dose independent rect. 22 6
217 151.14 humidity 50.0 270 > th dose independent rect. 22 6
220 151.14 atmosphere 995.0 270 > th dose independent rect. 22 6
221 151.14 radiation 1.0 270 < th dose independent rect. 22 6
227 151.14 radiation 1.0 270 < th dose dependent rect. 22 6
236 151.26 wind 1.0 270 > th dose independent rect. 14 9
270 151.55 radiation 1.0 90 < th dose independent rect. 23 16
280 151.79 temperature 15.0 270 > th dose independent rect. 5 16
281 151.80 atmosphere 1015.0 270 < th dose independent rect. 23 15
283 151.83 wind 7.0 10 < th dose independent rect. 5 7
294 152.03 atmosphere 1015.0 270 < th dose independent rect. 4 18
297 152.05 radiation 1.0 270 < th dose independent rect. 21 8
299 152.05 precipitation 0.1 270 < th dose independent rect. 5 16
300 152.05 precipitation 0.1 270 < th dose dependent rect. 5 16
305 152.11 precipitation 0.1 270 < th dose independent rect. 22 6
306 152.11 precipitation 0.1 270 < th dose dependent rect. 22 6
310 152.20 wind 9.0 270 < th dose independent rect. 4 18
313 152.21 wind 9.0 270 < th dose independent rect. 21 8
314 152.21 temperature 10.0 270 > th dose independent rect. 9 8
315 152.21 atmosphere 1015.0 270 < th dose independent rect. 9 8
317 152.21 temperature 10.0 270 > th dose independent rect. 17 16
320 152.25 temperature 10.0 270 > th dose independent rect. 21 8
321 152.25 temperature 30.0 270 < th dose independent rect. 21 8
322 152.25 humidity 50.0 270 > th dose independent rect. 21 8
325 152.25 atmosphere 995.0 270 > th dose independent rect. 21 8
332 152.28 wind 9.0 270 < th dose independent rect. 17 16
342 152.43 radiation 1.0 270 < th dose independent rect. 21 10
348 152.51 wind 9.0 270 < th dose independent rect. 9 8
352 152.57 atmosphere 1015.0 270 < th dose independent rect. 5 16
357 152.61 humidity 50.0 270 > th dose independent rect. 17 16
360 152.66 radiation 40.0 270 < th dose independent rect. 17 16
362 152.68 atmosphere 995.0 270 > th dose independent rect. 17 16
366 152.71 precipitation 0.1 270 < th dose independent rect. 9 8
368 152.71 precipitation 0.1 270 < th dose independent rect. 23 16
369 152.71 precipitation 0.1 270 < th dose dependent rect. 9 8
370 152.71 precipitation 0.1 270 < th dose dependent rect. 23 16
380 152.82 humidity 50.0 270 > th dose independent rect. 23 15
408 153.19 humidity 50.0 10 > th dose independent rect. 5 7
422 153.47 temperature 20.0 10 > th dose independent rect. 5 7
426 153.57 humidity 90.0 90 < th dose independent rect. 6 5
429 153.60 wind 9.0 270 < th dose independent rect. 5 16
460 153.72 atmosphere 995.0 270 > th dose independent rect. 15 8
490 153.90 wind 1.0 270 > th dose independent rect. 9 8
526 153.99 humidity 50.0 270 > th dose dependent rect. 22 6
530 154.02 precipitation 0.1 270 < th dose independent rect. 21 8
531 154.02 precipitation 0.1 270 < th dose dependent rect. 21 8
534 154.10 precipitation 0.1 10 < th dose independent rect. 5 7
536 154.10 precipitation 0.1 10 < th dose dependent rect. 5 7
539 154.13 wind 9.0 10 < th dose independent rect. 12 17
549 154.27 atmosphere 995.0 270 > th dose independent rect. 4 18
556 154.36 wind 9.0 270 < th dose dependent rect. 22 6
564 154.48 atmosphere 995.0 270 > th dose independent rect. 9 8
574 154.58 atmosphere 1015.0 270 < th dose independent rect. 22 6
575 154.58 temperature 10.0 10 > th dose independent rect. 5 7
577 154.58 atmosphere 995.0 10 > th dose independent rect. 5 7
578 154.58 atmosphere 1015.0 10 < th dose independent rect. 5 7
579 154.58 temperature 10.0 10 > th dose independent rect. 12 17
587 154.69 atmosphere 995.0 270 > th dose dependent rect. 23 5
621 155.08 wind 1.0 90 > th dose independent rect. 11 18
659 155.29 atmosphere 1015.0 270 < th dose independent rect. 15 8
701 155.79 temperature 10.0 10 > th dose dependent rect. 5 19
731 156.14 radiation 1.0 30 > th dose dependent sin 10 NA
734 156.18 precipitation 0.1 10 < th dose independent rect. 12 17
737 156.18 precipitation 0.1 10 < th dose dependent rect. 12 17
749 156.40 atmosphere 995.0 270 > th dose independent rect. 5 16
774 156.61 temperature 10.0 270 > th dose dependent rect. 22 6
779 156.65 humidity 50.0 270 > th dose dependent rect. 23 4
788 156.71 radiation 10.0 10 < th dose dependent rect. 24 8
789 156.73 atmosphere 995.0 10 > th dose independent rect. 12 17
810 156.93 humidity 50.0 270 > th dose independent rect. 10 18
825 157.04 radiation 10.0 10 < th dose dependent rect. 24 6
865 157.38 atmosphere 1015.0 270 < th dose independent rect. 10 18
899 157.53 humidity 50.0 270 > th dose dependent rect. 4 6
917 157.64 radiation 40.0 270 < th dose independent rect. 4 19
922 157.73 humidity 50.0 270 > th dose dependent rect. 5 4
985 158.26 humidity 50.0 270 > th dose independent rect. 14 9