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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.

Os08g0178800

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

Description : Hypothetical protein.


log2(Expression) ~ Norm(μ, σ2)

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

par. value (S.E.)
α : 7.27 (0.0391) R2 : 0.939
β1 : 1.2 (0.144) R2dD : 0.0101 R2D : -0.0049
β2 : 6.79 (0.108) R2dC : 0.621 R2C : 0.815
β3 : -2.98 (0.108) R2dE : 0.119 R2E : 0.3
β4 : -- (--) R2dD*C : -- R2D*C : --
β5 : -- (--) R2dD*E : -- R2D*E : --
γ1 : 0.414 (0.0834) R2dN8 : 0.00361 R2N8 : -0.00297
σ : 0.73
deviance : 245.54
__
_____
C
peak time of C : 7.37
E
wheather : temperature
threshold : 19.7
memory length : 270
response mode : > th
dose dependency : dose independent
G
type of G : rect.
peak or start time of G : 18.5
open length of G : 6.03

__

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
244.96 0.735 7.27 1.23 6.98 -2.92 -0.338 0.878 0.376 7.37 19.6 256 18.9 6.02
245.17 0.729 7.28 1.23 6.89 -2.92 -0.688 -- 0.373 7.36 19.6 250 18.7 6.13
243.96 0.727 7.26 1.26 6.94 -2.96 -- 1.22 0.376 7.37 19.63 265 18.8 5.98
245.54 0.73 7.27 1.2 6.79 -2.98 -- -- 0.414 7.37 19.7 270 18.5 6.03
1671.73 1.91 7.41 1.26 -- -5.02 -- -0.251 0.596 -- 17.22 40 18.1 7.53
437.77 0.981 7.25 0.902 8.02 -- 0.127 -- 0.28 8.27 -- -- -- --
437.82 0.98 7.25 0.905 8.02 -- -- -- 0.28 8.27 -- -- -- --
558.81 1.1 7.38 2.21 -- -5.77 -- -- 0.591 -- 17.97 239 12.9 11.7
282.99 0.783 7.31 -- 6.89 -2.88 -- -- 0.245 7.37 19.64 269 18.5 6.1
4001.95 2.96 7.46 0.96 -- -- -- -- 0.369 -- -- -- -- --
459.42 1 7.28 -- 8.03 -- -- -- 0.179 8.27 -- -- -- --
495.02 1.04 7.42 -- -- -6.64 -- -- 0.466 -- 17.37 363 11.2 11.9
4026.26 2.96 7.49 -- -- -- -- -- 0.262 -- -- -- -- --

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
1 251.67 temperature 20.0 270 > th dose independent rect. 19 6
4 255.49 temperature 15.0 270 > th dose dependent rect. 19 5
50 289.42 atmosphere 1015.0 270 < th dose independent rect. 5 20
54 291.22 temperature 15.0 10 > th dose dependent rect. 20 7
59 292.21 temperature 20.0 10 > th dose independent rect. 20 7
63 292.65 atmosphere 1015.0 270 < th dose independent rect. 6 18
68 295.16 temperature 20.0 10 > th dose independent rect. 22 5
75 297.30 atmosphere 1015.0 270 < th dose independent rect. 17 8
83 298.82 temperature 30.0 270 < th dose dependent rect. 23 6
90 300.69 temperature 15.0 270 > th dose independent rect. 5 20
91 301.33 temperature 10.0 270 > th dose dependent rect. 19 15
103 303.23 temperature 15.0 270 > th dose independent rect. 6 18
117 304.45 atmosphere 1015.0 270 < th dose independent rect. 19 15
130 305.90 wind 5.0 270 < th dose independent rect. 1 4
131 305.90 radiation 40.0 270 < th dose dependent rect. 15 10
168 310.01 precipitation 0.1 270 < th dose independent rect. 1 4
169 310.01 precipitation 0.1 270 < th dose dependent rect. 1 4
172 310.29 radiation 20.0 270 < th dose independent rect. 15 10
174 310.44 temperature 20.0 90 > th dose independent rect. 21 16
185 311.29 temperature 10.0 270 > th dose independent rect. 1 4
187 311.29 temperature 30.0 270 < th dose independent rect. 1 4
188 311.29 humidity 50.0 270 > th dose independent rect. 1 4
191 311.29 atmosphere 995.0 270 > th dose independent rect. 1 4
192 311.29 atmosphere 1010.0 270 < th dose independent rect. 1 4
194 311.29 radiation 20.0 270 < th dose independent rect. 1 4
198 311.31 radiation 40.0 270 < th dose dependent rect. 1 4
204 311.38 radiation 1.0 270 < th dose independent rect. 1 4
212 312.45 temperature 20.0 10 > th dose independent rect. 22 14
217 313.19 wind 9.0 270 < th dose dependent rect. 1 4
225 313.67 wind 5.0 270 < th dose independent rect. 24 6
228 313.79 wind 1.0 270 > th dose independent rect. 1 4
230 314.01 precipitation 0.1 270 < th dose independent rect. 1 16
231 314.01 precipitation 0.1 270 < th dose dependent rect. 1 16
245 314.88 wind 9.0 270 < th dose independent rect. 1 16
251 315.07 precipitation 0.1 270 < th dose independent rect. 5 20
252 315.07 precipitation 0.1 270 < th dose dependent rect. 5 20
254 315.14 wind 9.0 270 < th dose independent rect. 5 20
256 315.31 precipitation 0.1 270 < th dose independent rect. 24 6
257 315.31 precipitation 0.1 270 < th dose dependent rect. 24 6
267 315.69 temperature 10.0 270 > th dose independent rect. 1 16
268 315.69 atmosphere 1015.0 270 < th dose independent rect. 1 16
269 315.70 humidity 50.0 270 > th dose independent rect. 17 8
272 315.95 temperature 15.0 270 > th dose independent rect. 19 15
273 316.00 wind 9.0 270 < th dose independent rect. 17 8
282 316.37 radiation 20.0 270 < th dose dependent rect. 24 6
298 316.75 atmosphere 1010.0 270 < th dose independent rect. 24 6
299 316.77 temperature 10.0 270 > th dose independent rect. 24 6
300 316.77 temperature 30.0 270 < th dose independent rect. 24 6
301 316.77 humidity 50.0 270 > th dose independent rect. 24 6
304 316.77 atmosphere 995.0 270 > th dose independent rect. 24 6
305 316.77 radiation 20.0 270 < th dose independent rect. 24 6
378 318.20 atmosphere 995.0 270 > th dose independent rect. 5 20
381 318.34 temperature 15.0 270 > th dose independent rect. 5 8
383 318.38 precipitation 0.1 270 < th dose independent rect. 17 8
384 318.38 precipitation 0.1 270 < th dose dependent rect. 17 8
390 318.58 wind 9.0 270 < th dose independent rect. 13 16
392 318.69 radiation 1.0 270 < th dose dependent rect. 1 9
394 318.81 humidity 50.0 270 > th dose dependent rect. 1 4
398 319.02 atmosphere 995.0 270 > th dose independent rect. 17 8
405 319.18 temperature 30.0 270 < th dose dependent rect. 1 3
437 319.83 wind 1.0 270 > th dose independent rect. 17 8
438 319.87 precipitation 0.1 270 < th dose independent rect. 6 18
439 319.87 precipitation 0.1 270 < th dose dependent rect. 6 18
443 319.92 temperature 10.0 270 > th dose dependent rect. 10 9
446 320.06 wind 9.0 270 < th dose independent rect. 6 18
464 320.49 radiation 1.0 270 < th dose independent rect. 24 10
470 320.59 atmosphere 1015.0 10 < th dose independent rect. 6 21
480 320.87 wind 9.0 270 < th dose dependent rect. 24 6
482 320.92 wind 9.0 270 < th dose independent rect. 5 8
484 321.00 precipitation 0.1 270 < th dose independent rect. 5 8
485 321.00 precipitation 0.1 270 < th dose dependent rect. 5 8
497 321.23 atmosphere 995.0 270 > th dose independent rect. 5 8
498 321.23 atmosphere 1015.0 270 < th dose independent rect. 5 8
499 321.23 temperature 10.0 270 > th dose independent rect. 13 16
506 321.51 precipitation 0.1 270 < th dose independent rect. 13 16
507 321.51 precipitation 0.1 270 < th dose dependent rect. 13 16
508 321.52 precipitation 0.1 270 < th dose independent rect. 10 9
509 321.52 precipitation 0.1 270 < th dose dependent rect. 10 9
555 322.64 radiation 1.0 270 < th dose independent rect. 11 14
572 322.99 radiation 1.0 270 < th dose independent rect. 5 20
577 323.10 wind 9.0 270 < th dose independent rect. 10 9
610 323.85 temperature 10.0 270 > th dose independent rect. 10 9
611 323.85 atmosphere 1015.0 270 < th dose independent rect. 10 9
613 323.85 atmosphere 995.0 270 > th dose independent rect. 19 15
616 323.91 wind 9.0 270 < th dose independent rect. 19 15
627 324.06 radiation 1.0 270 < th dose dependent rect. 5 20
635 324.17 humidity 50.0 270 > th dose independent rect. 19 15
670 325.07 humidity 50.0 270 > th dose independent rect. 5 20
691 325.46 atmosphere 995.0 270 > th dose independent rect. 1 16
785 326.57 atmosphere 1015.0 10 < th dose independent rect. 7 18
809 326.91 precipitation 0.1 270 < th dose independent rect. 19 15
810 326.91 precipitation 0.1 270 < th dose dependent rect. 19 15
839 327.45 radiation 1.0 90 < th dose dependent rect. 9 18
878 328.10 humidity 50.0 270 > th dose independent rect. 5 8
885 328.27 precipitation 0.1 90 < th dose independent rect. 3 16
887 328.27 precipitation 0.1 90 < th dose dependent rect. 3 16
898 328.44 temperature 30.0 270 < th dose independent rect. 5 20
908 328.55 temperature 30.0 270 < th dose independent rect. 17 8
919 328.88 wind 1.0 270 > th dose independent rect. 5 19
963 329.54 wind 1.0 270 > th dose independent rect. 10 9