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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.

Os03g0103000

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

Description : TGF-beta receptor, type I/II extracellular region family protein.


log2(Expression) ~ Norm(μ, σ2)

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

par. value (S.E.)
α : 3.15 (0.0366) R2 : 0.285
β1 : -0.834 (0.134) R2dD : 0.0683 R2D : -0.0565
β2 : -- (--) R2dC : -- R2C : --
β3 : 30.4 (2.4) R2dE : 6.81 R2E : -6.56
β4 : -- (--) R2dD*C : -- R2D*C : --
β5 : -105 (8.36) R2dD*E : 6.73 R2D*E : -6.51
γ1 : -0.147 (0.0757) R2dN8 : 0.00697 R2N8 : -0.0209
σ : 0.661
deviance : 201.25
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_____
C
peak time of C : --
E
wheather : precipitation
threshold : 0.08981
memory length : 263
response mode : > th
dose dependency : dose dependent
G
type of G : rect.
peak or start time of G : 1.99
open length of G : 1.98

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Dependence on each variable

Residual plot

Process of the parameter reduction
(fixed parameters. wheather = precipitation, 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
197.58 0.66 3.16 -0.863 0.193 30.4 -0.86 -105 -0.154 4.56 0.0841 264 1.99 2.01
259.66 0.756 3.03 -0.438 0.348 0.0233 -1.8 -- -0.239 4.91 -0.0008324 3 5.28 6.24
199.42 0.658 3.15 -0.848 0.188 30.3 -- -105 -0.147 4.05 0.09324 265 2 2
258.52 0.749 3.03 -0.406 0.321 3.09 -- -- -0.215 4.51 0.004087 3 4.34 4.5
201.25 0.661 3.15 -0.834 -- 30.4 -- -105 -0.147 -- 0.08981 263 1.99 1.98
259.69 0.755 3.03 -0.438 0.361 -- -1.8 -- -0.237 4.96 -- -- -- --
267.97 0.767 3.03 -0.434 0.349 -- -- -- -0.228 4.62 -- -- -- --
261.4 0.753 3.03 -0.381 -- 3.24 -- -- -0.198 -- -0.008232 3 4.35 4.55
262.85 0.755 3.02 -- 0.313 3.19 -- -- -0.17 4.54 0.1278 4 4.36 4.59
274.45 0.774 3.03 -0.421 -- -- -- -- -0.219 -- -- -- -- --
272.93 0.773 3.02 -- 0.341 -- -- -- -0.18 4.65 -- -- -- --
265.61 0.759 3.02 -- -- 3.39 -- -- -0.18 -- -0.007556 3 4.3 4.65
279.11 0.78 3.02 -- -- -- -- -- -0.172 -- -- -- -- --

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
1 198.19 precipitation 0.1 270 > th dose dependent rect. 2 2
2 198.20 precipitation 0.1 270 > th dose independent rect. 2 2
11 215.09 radiation 1.0 1440 < th dose independent rect. 11 1
12 215.09 radiation 1.0 1440 < th dose dependent rect. 11 1
13 218.91 wind 1.0 10 < th dose independent rect. 3 7
17 219.56 humidity 60.0 30 < th dose dependent rect. 17 17
19 219.80 humidity 60.0 30 < th dose independent rect. 17 17
30 220.07 wind 1.0 10 < th dose dependent sin 23 NA
35 220.19 humidity 60.0 90 < th dose independent rect. 18 15
36 220.20 humidity 60.0 90 < th dose dependent rect. 18 15
39 220.30 wind 1.0 10 < th dose independent sin 23 NA
40 220.33 humidity 60.0 1440 > th dose independent rect. 7 2
47 220.39 humidity 60.0 10 < th dose independent rect. 10 1
49 220.39 humidity 60.0 10 < th dose dependent rect. 9 1
142 220.42 humidity 60.0 270 < th dose independent rect. 8 1
169 220.42 humidity 60.0 270 < th dose dependent rect. 8 1
271 220.56 wind 1.0 10 < th dose dependent rect. 9 3
290 220.64 wind 1.0 10 < th dose dependent rect. 9 1
292 220.64 wind 1.0 10 < th dose dependent rect. 9 9
296 220.65 wind 1.0 10 < th dose dependent rect. 9 7
312 220.73 wind 1.0 10 < th dose independent rect. 3 15
329 220.77 wind 1.0 10 < th dose independent rect. 3 13
367 221.23 wind 1.0 10 < th dose independent rect. 9 1
369 221.26 humidity 60.0 1440 > th dose independent rect. 22 11
370 221.27 wind 1.0 10 > th dose independent sin 23 NA
373 221.31 humidity 60.0 1440 > th dose independent rect. 20 13
379 221.58 wind 1.0 10 < th dose independent rect. 9 9
384 221.62 wind 1.0 10 < th dose independent rect. 9 7
404 221.74 radiation 40.0 30 > th dose dependent rect. 9 1
424 221.80 humidity 60.0 1440 > th dose independent rect. 24 9
606 223.21 wind 1.0 10 < th dose dependent rect. 3 9
609 223.29 wind 1.0 10 < th dose dependent rect. 3 7
647 224.25 wind 1.0 10 < th dose dependent rect. 3 15
651 224.27 wind 1.0 10 < th dose dependent rect. 3 13
673 224.72 radiation 40.0 10 > th dose dependent sin 12 NA
676 224.89 wind 1.0 270 < th dose dependent rect. 24 1
769 227.40 humidity 60.0 1440 > th dose independent rect. 3 6
865 228.40 precipitation 0.1 30 < th dose independent sin 3 NA
866 228.40 precipitation 0.1 30 < th dose dependent sin 3 NA
871 228.48 precipitation 0.1 30 > th dose independent sin 3 NA
872 228.49 precipitation 0.1 30 > th dose dependent sin 3 NA
913 229.36 radiation 40.0 10 > th dose independent rect. 9 1