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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.

Os05g0473000

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

Description : Streptomyces cyclase/dehydrase family protein.


log2(Expression) ~ Norm(μ, σ2)

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

par. value (S.E.)
α : 4.1 (0.0723) R2 : 0.371
β1 : -1.54 (0.265) R2dD : 0.0502 R2D : 0.0207
β2 : 0.781 (0.177) R2dC : 0.0294 R2C : 0.043
β3 : 6.11 (0.502) R2dE : 0.23 R2E : 0.211
β4 : -- (--) R2dD*C : -- R2D*C : --
β5 : -8.3 (1.66) R2dD*E : 0.0557 R2D*E : 0.00944
γ1 : -0.673 (0.155) R2dN8 : 0.0344 R2N8 : 0.0268
σ : 1.35
deviance : 840.11
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_____
C
peak time of C : 1.64
E
wheather : humidity
threshold : 92.25
memory length : 687
response mode : > th
dose dependency : dose dependent
G
type of G : rect.
peak or start time of G : 20.1
open length of G : 0.691

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Dependence on each variable

Residual plot

Process of the parameter reduction
(fixed parameters. wheather = humidity, 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
851.79 1.37 4.1 -1.62 0.838 5.66 -1.87 -8.4 -0.662 1.84 92.01 753 19.9 0.816
884.8 1.39 4.09 -1.67 0.829 5.54 -2.11 -- -0.651 2.13 92.01 683 20 1
840.11 1.35 4.1 -1.54 0.781 6.11 -- -8.3 -0.673 1.64 92.25 687 20.1 0.691
904.9 1.4 4.06 -1.58 0.791 5.61 -- -- -0.632 1.82 92.38 681 20.1 0.9
874.76 1.38 4.09 -1.5 -- 6.62 -- -9.47 -0.709 -- 92.28 687 20.1 0.656
1131.07 1.58 4.13 -1.66 1.19 -- -2.4 -- -0.882 2.17 -- -- -- --
1152.43 1.59 4.12 -1.59 1.18 -- -- -- -0.867 1.94 -- -- -- --
938.82 1.43 4.06 -1.59 -- 5.88 -- -- -0.633 -- 92.21 677 20.1 0.883
938.57 1.43 3.97 -- 0.916 5.6 -- -- -0.436 2.71 92.95 707 20.1 0.129
1237.04 1.64 4.11 -1.54 -- -- -- -- -0.839 -- -- -- -- --
1218.88 1.63 4.08 -- 1.15 -- -- -- -0.69 1.9 -- -- -- --
971.84 1.45 3.98 -- -- 5.76 -- -- -0.417 -- 92.88 707 20.1 0.15
1299.5 1.68 4.07 -- -- -- -- -- -0.668 -- -- -- -- --

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
1 914.23 wind 7.0 4320 > th dose independent rect. 17 3
3 915.59 wind 7.0 4320 < th dose independent rect. 17 3
6 916.95 wind 7.0 4320 < th dose independent rect. 18 1
10 924.47 humidity 90.0 720 > th dose dependent rect. 20 1
12 925.19 precipitation 0.1 270 > th dose independent rect. 2 2
14 925.63 precipitation 0.1 270 > th dose dependent rect. 2 2
15 927.47 wind 7.0 4320 > th dose independent rect. 15 6
16 928.15 wind 7.0 4320 > th dose dependent rect. 17 2
17 928.71 wind 7.0 4320 < th dose independent rect. 15 6
22 930.58 radiation 10.0 1440 < th dose dependent rect. 8 15
24 930.62 radiation 10.0 1440 < th dose dependent rect. 8 12
25 930.63 radiation 10.0 1440 < th dose dependent rect. 8 19
29 930.71 radiation 10.0 1440 < th dose dependent rect. 8 10
37 932.08 radiation 20.0 1440 < th dose dependent rect. 11 6
45 932.93 radiation 20.0 1440 < th dose dependent rect. 11 12
47 932.96 radiation 20.0 1440 < th dose dependent rect. 11 9
48 932.99 radiation 20.0 1440 < th dose dependent rect. 11 16
63 934.82 radiation 20.0 1440 < th dose dependent sin 20 NA
105 936.92 radiation 10.0 720 < th dose independent rect. 16 1
212 941.09 radiation 10.0 1440 > th dose independent rect. 8 23
221 941.40 radiation 20.0 1440 < th dose independent rect. 11 6
233 941.96 radiation 10.0 1440 > th dose independent rect. 8 7
236 942.18 radiation 10.0 1440 > th dose independent rect. 8 9
253 942.74 wind 7.0 4320 > th dose dependent rect. 15 6
259 942.90 radiation 20.0 1440 < th dose independent rect. 11 18
260 942.91 radiation 20.0 1440 < th dose independent rect. 11 12
262 942.95 radiation 20.0 1440 < th dose independent rect. 11 9
268 942.98 radiation 20.0 1440 < th dose independent rect. 11 16
272 943.09 radiation 10.0 1440 > th dose independent rect. 16 23
284 943.25 radiation 20.0 1440 > th dose independent rect. 11 22
298 943.90 radiation 20.0 1440 > th dose independent rect. 11 6
324 944.31 radiation 10.0 1440 > th dose independent sin 0 NA
327 944.40 wind 7.0 4320 > th dose independent rect. 15 16
336 944.64 radiation 1.0 1440 > th dose dependent rect. 11 6
389 945.58 radiation 10.0 1440 > th dose independent rect. 6 9
419 945.84 wind 5.0 720 > th dose independent rect. 21 1
450 946.70 radiation 30.0 1440 < th dose dependent rect. 14 1
499 947.37 radiation 10.0 1440 > th dose independent no NA NA
572 947.58 wind 7.0 4320 < th dose independent rect. 15 16
676 949.35 radiation 20.0 1440 > th dose independent sin 19 NA
739 950.77 radiation 1.0 1440 > th dose dependent sin 18 NA
878 953.26 humidity 70.0 1440 < th dose independent rect. 18 21
936 954.12 humidity 70.0 1440 < th dose independent rect. 10 5