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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.

Os09g0561000

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

Description : Protein kinase domain containing protein.


log2(Expression) ~ Norm(μ, σ2)

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

par. value (S.E.)
α : 3.23 (0.04) R2 : 0.192
β1 : -0.878 (0.159) R2dD : 0.0688 R2D : -0.0515
β2 : -- (--) R2dC : -- R2C : --
β3 : 0.497 (0.0883) R2dE : 0.0624 R2E : 0.0173
β4 : -- (--) R2dD*C : -- R2D*C : --
β5 : -4.28 (0.49) R2dD*E : 0.163 R2D*E : 0.0499
γ1 : -0.342 (0.0858) R2dN8 : 0.0427 R2N8 : -0.00121
σ : 0.739
deviance : 251.63
__
_____
C
peak time of C : --
E
wheather : temperature
threshold : 20.52
memory length : 85
response mode : > th
dose dependency : dose independent
G
type of G : rect.
peak or start time of G : 23.2
open length of G : 7.02

__

Dependence on each variable

Residual plot

Process of the parameter reduction
(fixed parameters. wheather = temperature, response mode = > th, dose dependency = dose independent, 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
243.38 0.733 3.23 -0.965 0.359 0.329 1.46 -5.05 -0.354 5.63 20.5 82 23.4 6.73
289.95 0.799 3.17 -0.316 0.384 0.197 -0.584 -- -0.21 5.43 20.5 82 23.4 6.73
247.26 0.732 3.23 -0.902 0.334 0.384 -- -4.49 -0.348 6.42 20.5 73 23.4 6.66
290.07 0.798 3.16 -0.341 0.335 0.287 -- -- -0.182 7.56 18.1 21 23.9 6.97
251.63 0.739 3.23 -0.878 -- 0.497 -- -4.28 -0.342 -- 20.52 85 23.2 7.02
291.99 0.801 3.17 -0.3 0.518 -- -0.716 -- -0.219 4.88 -- -- -- --
292.99 0.802 3.16 -0.296 0.523 -- -- -- -0.215 5.41 -- -- -- --
291.11 0.795 3.16 -0.383 -- 0.389 -- -- -0.227 -- 18.3 12 23.9 8.02
292.38 0.796 3.16 -- 0.299 0.291 -- -- -0.172 6.93 18.3 22 23.9 6.87
307.22 0.819 3.17 -0.279 -- -- -- -- -0.202 -- -- -- -- --
295.3 0.804 3.16 -- 0.518 -- -- -- -0.182 5.44 -- -- -- --
294.08 0.799 3.16 -- -- 0.389 -- -- -0.227 -- 18.3 12 23.9 8.02
309.26 0.821 3.16 -- -- -- -- -- -0.171 -- -- -- -- --

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
1 250.40 temperature 20.0 90 > th dose independent rect. 23 7
2 254.23 temperature 20.0 10 > th dose independent rect. 23 7
5 255.01 temperature 20.0 270 > th dose independent rect. 21 9
8 255.41 wind 1.0 270 < th dose independent rect. 23 3
11 255.71 precipitation 0.1 270 > th dose independent rect. 2 2
12 255.77 precipitation 0.1 270 > th dose dependent rect. 2 2
27 258.40 temperature 20.0 270 < th dose independent rect. 23 8
35 258.80 radiation 1.0 1440 < th dose independent rect. 11 1
36 258.80 radiation 1.0 1440 < th dose dependent rect. 11 1
40 259.02 radiation 1.0 1440 < th dose independent rect. 9 3
41 259.02 radiation 1.0 1440 < th dose dependent rect. 9 3
43 259.25 wind 1.0 270 < th dose dependent rect. 23 3
56 260.00 temperature 20.0 270 < th dose independent rect. 1 6
57 260.09 radiation 1.0 1440 > th dose independent rect. 11 1
58 260.17 temperature 25.0 270 < th dose dependent rect. 23 9
72 261.01 radiation 1.0 1440 > th dose independent rect. 9 3
75 261.14 wind 3.0 4320 > th dose dependent rect. 24 1
89 261.85 temperature 20.0 270 > th dose independent sin 10 NA
94 262.19 radiation 20.0 1440 < th dose dependent rect. 11 1
95 262.24 temperature 20.0 270 < th dose independent sin 8 NA
103 262.56 temperature 15.0 90 > th dose dependent rect. 23 7
105 262.66 atmosphere 1010.0 90 < th dose dependent rect. 23 7
106 262.67 wind 5.0 4320 < th dose independent rect. 24 1
108 262.74 temperature 20.0 10 > th dose independent rect. 3 1
109 262.75 radiation 1.0 1440 > th dose independent rect. 9 1
115 262.96 atmosphere 1010.0 10 < th dose dependent rect. 23 8
156 263.84 wind 5.0 4320 > th dose independent rect. 24 1
165 263.99 precipitation 0.1 30 > th dose independent rect. 3 5
188 264.03 precipitation 0.1 30 > th dose dependent rect. 3 5
217 264.06 temperature 15.0 270 > th dose dependent rect. 21 7
228 264.38 temperature 25.0 270 < th dose dependent sin 8 NA
283 265.51 temperature 10.0 270 > th dose dependent sin 10 NA
305 265.79 atmosphere 1010.0 270 < th dose dependent rect. 23 4
312 265.86 temperature 15.0 10 > th dose dependent rect. 23 7
337 266.08 atmosphere 1005.0 720 < th dose independent rect. 21 1
352 266.28 temperature 25.0 270 < th dose dependent rect. 3 4
356 266.35 wind 3.0 90 > th dose dependent rect. 1 7
358 266.40 wind 7.0 270 > th dose dependent rect. 23 5
359 266.42 temperature 30.0 270 < th dose dependent rect. 17 15
363 266.48 temperature 20.0 270 > th dose independent rect. 9 21
366 266.53 radiation 20.0 1440 < th dose independent rect. 11 1
367 266.54 atmosphere 1005.0 720 < th dose independent rect. 19 3
374 266.63 wind 3.0 10 > th dose dependent rect. 1 7
376 266.65 wind 7.0 270 > th dose independent rect. 23 5
381 266.68 precipitation 0.1 30 > th dose independent sin 2 NA
384 266.73 precipitation 0.1 30 > th dose dependent sin 2 NA
394 266.83 precipitation 0.1 30 < th dose independent sin 3 NA
395 266.83 precipitation 0.1 30 < th dose dependent sin 3 NA
398 266.85 radiation 1.0 1440 < th dose dependent rect. 9 7
400 266.86 radiation 1.0 1440 < th dose dependent rect. 11 5
418 267.03 temperature 15.0 720 > th dose dependent rect. 18 8
454 267.28 temperature 20.0 720 > th dose dependent rect. 17 11
464 267.30 temperature 20.0 720 > th dose dependent rect. 16 14
514 267.69 temperature 30.0 720 < th dose dependent rect. 20 6
520 267.72 precipitation 0.1 90 < th dose independent sin 6 NA
522 267.72 precipitation 0.1 90 < th dose dependent sin 6 NA
523 267.72 temperature 30.0 720 < th dose dependent rect. 19 8
539 267.81 temperature 20.0 30 > th dose dependent rect. 3 1
541 267.82 temperature 20.0 90 > th dose independent rect. 11 19
562 267.93 temperature 20.0 720 > th dose dependent sin 13 NA
573 267.98 wind 1.0 270 > th dose independent sin 17 NA
604 268.16 atmosphere 1005.0 270 < th dose dependent rect. 1 1
634 268.35 wind 5.0 90 > th dose independent rect. 1 7
662 268.49 precipitation 0.1 90 > th dose independent rect. 23 9
666 268.50 humidity 80.0 14400 > th dose dependent rect. 5 2
680 268.54 precipitation 0.1 90 > th dose dependent rect. 23 8
691 268.57 radiation 1.0 1440 > th dose independent rect. 9 7
719 268.64 temperature 20.0 10 > th dose independent rect. 3 3
722 268.64 atmosphere 1005.0 270 < th dose independent rect. 21 6
752 268.75 radiation 1.0 1440 < th dose independent rect. 13 1
754 268.75 radiation 1.0 1440 < th dose dependent rect. 13 1
777 268.83 radiation 10.0 4320 > th dose independent rect. 6 1
785 268.86 humidity 90.0 10 > th dose dependent sin 9 NA
803 268.95 temperature 20.0 14400 < th dose dependent rect. 5 1
811 268.97 humidity 90.0 14400 < th dose independent rect. 5 2
855 269.07 humidity 90.0 30 > th dose dependent rect. 21 9
857 269.09 atmosphere 1005.0 270 < th dose independent rect. 23 2
893 269.21 wind 7.0 4320 < th dose independent rect. 18 1
912 269.29 temperature 30.0 720 < th dose dependent rect. 17 12
921 269.32 wind 5.0 4320 < th dose independent rect. 20 5
933 269.36 humidity 90.0 14400 > th dose independent rect. 5 2
954 269.39 wind 7.0 4320 > th dose independent rect. 17 2
959 269.40 wind 5.0 270 > th dose independent rect. 1 1
992 269.51 wind 1.0 43200 > th dose independent rect. 9 1