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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.

Os07g0689300

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

Description : Peptidase S16, ATP-dependent protease La family protein.


log2(Expression) ~ Norm(μ, σ2)

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

par. value (S.E.)
α : 6.02 (0.0479) R2 : 0.425
β1 : 1.21 (0.175) R2dD : 0.0629 R2D : 0.0438
β2 : 1.91 (0.12) R2dC : 0.322 R2C : 0.319
β3 : 1.4 (0.222) R2dE : 0.0553 R2E : 0.0266
β4 : -- (--) R2dD*C : -- R2D*C : --
β5 : -- (--) R2dD*E : -- R2D*E : --
γ1 : -0.234 (0.105) R2dN8 : 0.00908 R2N8 : 0.00601
σ : 0.889
deviance : 363.99
__
_____
C
peak time of C : 15.5
E
wheather : humidity
threshold : 70
memory length : 6601
response mode : < th
dose dependency : dose independent
G
type of G : no
peak or start time of G : --
open length of G : --

__

Dependence on each variable

Residual plot

Process of the parameter reduction
(fixed parameters. wheather = humidity, response mode = < th, dose dependency = dose independent, type of G = no)

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
362.48 0.895 6.02 1.23 1.91 1.37 0.513 0.69 -0.229 15.6 69.67 6597 -- --
363.18 0.888 6.02 1.2 1.91 1.4 0.515 -- -0.233 15.5 70 6601 -- --
363.26 0.888 6.02 1.24 1.91 1.36 -- 0.693 -0.225 15.6 69.61 6601 -- --
363.99 0.889 6.02 1.21 1.91 1.4 -- -- -0.234 15.5 70 6601 -- --
480.38 1.03 5.96 0.951 -- 1.16 -- 0.797 -0.0697 -- 69.99 7664 -- --
394.02 0.931 5.98 1.09 1.94 -- 0.387 -- -0.0573 15.8 -- -- -- --
394.46 0.93 5.98 1.1 1.94 -- -- -- -0.0551 15.8 -- -- -- --
475.18 1.02 5.96 0.96 -- 1.19 -- -- -0.0399 -- 71 7672 -- --
402.21 0.934 6.02 -- 1.88 1.16 -- -- -0.298 15.6 69.38 6601 -- --
601.86 1.15 5.98 1.02 -- -- -- -- -0.107 -- -- -- -- --
426.25 0.966 6.01 -- 1.92 -- -- -- -0.177 15.8 -- -- -- --
499.45 1.04 5.98 -- -- 1.2 -- -- -0.145 -- 70 7686 -- --
629.19 1.17 6 -- -- -- -- -- -0.22 -- -- -- -- --

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
1 345.55 wind 1.0 14400 > th dose independent rect. 1 7
2 346.59 wind 1.0 14400 > th dose independent rect. 1 9
3 346.99 wind 1.0 14400 > th dose independent rect. 3 5
6 347.60 wind 1.0 14400 < th dose independent rect. 1 7
7 347.65 wind 1.0 14400 > th dose independent rect. 22 10
8 347.77 wind 1.0 14400 < th dose independent rect. 1 9
11 348.88 wind 1.0 14400 < th dose independent rect. 3 5
19 349.30 wind 1.0 14400 < th dose independent rect. 3 7
20 349.30 wind 1.0 14400 < th dose independent rect. 22 10
34 350.72 wind 1.0 14400 < th dose dependent rect. 3 5
43 351.34 wind 1.0 14400 < th dose dependent rect. 6 1
46 351.66 wind 1.0 14400 < th dose dependent rect. 3 7
67 352.84 wind 1.0 14400 < th dose independent rect. 16 16
74 353.08 humidity 90.0 14400 > th dose dependent rect. 9 1
78 353.27 wind 1.0 14400 < th dose independent sin 8 NA
80 353.37 wind 1.0 14400 < th dose independent rect. 18 14
81 353.39 wind 1.0 14400 < th dose independent rect. 1 4
90 353.64 wind 1.0 14400 > th dose independent sin 8 NA
99 353.85 wind 1.0 14400 > th dose independent rect. 16 16
140 355.06 wind 1.0 14400 < th dose dependent rect. 2 11
141 355.12 precipitation 0.1 14400 > th dose independent rect. 15 2
142 355.15 precipitation 0.1 14400 < th dose independent rect. 15 2
143 355.15 precipitation 0.1 14400 < th dose dependent rect. 15 2
147 355.38 precipitation 0.1 14400 > th dose dependent rect. 15 2
151 355.44 precipitation 0.1 14400 > th dose independent rect. 13 4
152 355.44 precipitation 0.1 14400 < th dose independent rect. 13 4
153 355.44 precipitation 0.1 14400 < th dose dependent rect. 13 4
155 355.52 precipitation 0.1 14400 > th dose dependent rect. 13 4
172 355.87 wind 1.0 14400 > th dose independent rect. 6 1
185 355.96 wind 1.0 14400 < th dose dependent rect. 2 15
203 356.18 humidity 50.0 14400 > th dose dependent rect. 8 1
216 356.37 wind 1.0 14400 < th dose independent rect. 6 1
250 356.90 humidity 90.0 14400 < th dose dependent rect. 8 1
252 356.92 precipitation 0.1 14400 > th dose dependent rect. 4 1
268 357.10 precipitation 0.1 14400 > th dose independent rect. 4 1
296 357.49 precipitation 0.1 14400 < th dose independent rect. 4 1
298 357.49 precipitation 0.1 14400 < th dose dependent rect. 4 1
302 357.57 humidity 90.0 14400 > th dose dependent rect. 7 6
316 357.74 wind 1.0 43200 > th dose independent rect. 17 18
327 357.83 humidity 90.0 14400 > th dose dependent rect. 7 10
333 357.88 wind 5.0 14400 < th dose dependent rect. 7 1
349 357.96 wind 1.0 14400 > th dose dependent rect. 7 2
353 358.00 wind 1.0 14400 > th dose dependent rect. 24 9
367 358.10 precipitation 0.1 14400 > th dose dependent rect. 7 10
483 359.01 wind 9.0 14400 < th dose independent rect. 10 1
503 359.24 precipitation 0.1 14400 > th dose independent rect. 12 8
507 359.25 precipitation 0.1 14400 < th dose independent rect. 12 8
509 359.25 precipitation 0.1 14400 < th dose dependent rect. 12 8
510 359.26 precipitation 0.1 14400 > th dose independent rect. 7 10
520 359.31 humidity 90.0 14400 > th dose dependent rect. 15 2
525 359.33 precipitation 0.1 14400 < th dose independent rect. 7 10
527 359.33 precipitation 0.1 14400 < th dose dependent rect. 7 10
579 359.62 humidity 80.0 14400 < th dose dependent rect. 11 1
597 359.71 precipitation 0.1 14400 < th dose independent rect. 9 11
599 359.71 precipitation 0.1 14400 < th dose dependent rect. 9 11
601 359.73 precipitation 0.1 14400 > th dose independent rect. 7 13
613 359.80 precipitation 0.1 14400 > th dose independent rect. 9 11
623 359.83 precipitation 0.1 14400 < th dose independent rect. 7 13
626 359.83 precipitation 0.1 14400 < th dose dependent rect. 7 13
647 359.90 precipitation 0.1 14400 > th dose independent rect. 3 15
650 359.92 wind 3.0 14400 < th dose independent rect. 24 1
651 359.92 precipitation 0.1 14400 < th dose independent rect. 3 15
652 359.92 precipitation 0.1 14400 < th dose dependent rect. 3 15
673 360.02 wind 1.0 43200 < th dose dependent rect. 22 15
701 360.14 humidity 90.0 14400 > th dose independent rect. 9 1
710 360.15 precipitation 0.1 14400 > th dose independent rect. 4 13
737 360.29 precipitation 0.1 14400 < th dose independent rect. 4 13
740 360.29 precipitation 0.1 14400 < th dose dependent rect. 4 13
752 360.34 wind 1.0 43200 < th dose dependent rect. 1 23
769 360.43 precipitation 0.1 14400 > th dose independent sin 1 NA
778 360.45 precipitation 0.1 14400 < th dose independent sin 1 NA
779 360.45 precipitation 0.1 14400 < th dose dependent sin 1 NA
853 360.73 precipitation 0.1 14400 > th dose dependent sin 2 NA
857 360.74 wind 7.0 270 < th dose independent rect. 7 20
945 361.05 humidity 50.0 14400 > th dose dependent rect. 11 1
952 361.07 wind 1.0 43200 < th dose dependent rect. 22 20
956 361.09 wind 3.0 14400 > th dose independent rect. 24 1