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Os05g0527600 |
blastp(Os)/ blastp(At)/ coex/// RAP/ RiceXPro/ SALAD/ ATTED-II |
Description : Conserved hypothetical protein.
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log2(Expression) ~ Norm(μ, σ2)
μ = α + β1D + β2C + β3E + β4D*C + β5D*E + γ1N8
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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 = 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
272.35 | 0.775 | 1.47 | -3.5 | 0.276 | -128 | -0.00169 | -273 | 0.0707 | 8.95 | 15 | 1438 | -- | -- |
282.45 | 0.789 | 3.09 | -0.102 | 0.31 | 1.49 | -0.28 | -- | 0.0579 | 9.24 | 14.78 | 461 | -- | -- |
272.35 | 0.769 | 1.47 | -3.5 | 0.276 | -128 | -- | -273 | 0.0707 | 8.95 | 15 | 1438 | -- | -- |
273.17 | 0.775 | 3.08 | -0.0072 | 0.286 | 1.7 | -- | -- | 0.0844 | 8.98 | 15.47 | 119 | -- | -- |
276.7 | 0.775 | 1.47 | -3.52 | -- | -128 | -- | -273 | 0.0709 | -- | 15 | 1449 | -- | -- |
286.66 | 0.794 | 3.09 | -0.165 | 0.292 | -- | -0.13 | -- | 0.0427 | 9.01 | -- | -- | -- | -- |
286.72 | 0.793 | 3.09 | -0.169 | 0.292 | -- | -- | -- | 0.0427 | 9.07 | -- | -- | -- | -- |
277.88 | 0.78 | 3.09 | -0.00626 | -- | 1.71 | -- | -- | 0.0866 | -- | 15.7 | 86 | -- | -- |
273.18 | 0.774 | 3.08 | -- | 0.286 | 1.7 | -- | -- | 0.0853 | 8.98 | 15.49 | 33 | -- | -- |
291.64 | 0.798 | 3.1 | -0.17 | -- | -- | -- | -- | 0.0444 | -- | -- | -- | -- | -- |
287.48 | 0.793 | 3.09 | -- | 0.292 | -- | -- | -- | 0.0616 | 9.11 | -- | -- | -- | -- |
277.88 | 0.779 | 3.09 | -- | -- | 1.72 | -- | -- | 0.0873 | -- | 15.7 | 86 | -- | -- |
292.4 | 0.798 | 3.1 | -- | -- | -- | -- | -- | 0.0633 | -- | -- | -- | -- | -- |
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 | 261.27 | atmosphere | 1000.0 | 10 | < th | dose independent | rect. | 1 | 8 |
8 | 262.53 | atmosphere | 1000.0 | 10 | < th | dose dependent | rect. | 1 | 8 |
21 | 265.83 | atmosphere | 1000.0 | 30 | < th | dose independent | rect. | 5 | 3 |
23 | 265.84 | atmosphere | 1000.0 | 270 | < th | dose independent | rect. | 4 | 1 |
28 | 265.84 | atmosphere | 1000.0 | 270 | < th | dose dependent | rect. | 4 | 1 |
29 | 265.85 | atmosphere | 1000.0 | 10 | < th | dose dependent | rect. | 5 | 4 |
50 | 269.26 | temperature | 15.0 | 90 | > th | dose independent | rect. | 4 | 23 |
52 | 269.72 | humidity | 90.0 | 1440 | > th | dose dependent | rect. | 7 | 3 |
53 | 269.75 | humidity | 90.0 | 1440 | > th | dose dependent | rect. | 7 | 5 |
58 | 269.97 | atmosphere | 1015.0 | 1440 | < th | dose independent | rect. | 2 | 1 |
59 | 270.24 | atmosphere | 1000.0 | 270 | < th | dose dependent | rect. | 24 | 5 |
60 | 270.25 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 6 | 21 |
65 | 270.62 | atmosphere | 1000.0 | 270 | < th | dose independent | rect. | 1 | 4 |
74 | 270.98 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 6 | 23 |
76 | 271.01 | humidity | 90.0 | 1440 | < th | dose independent | rect. | 9 | 1 |
79 | 271.20 | atmosphere | 1015.0 | 1440 | < th | dose independent | rect. | 3 | 3 |
81 | 271.29 | humidity | 90.0 | 1440 | > th | dose independent | rect. | 9 | 1 |
83 | 271.34 | wind | 1.0 | 1440 | < th | dose independent | rect. | 18 | 5 |
87 | 271.40 | precipitation | 0.1 | 1440 | > th | dose independent | rect. | 2 | 1 |
89 | 271.40 | precipitation | 0.1 | 1440 | > th | dose dependent | rect. | 2 | 1 |
90 | 271.44 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 9 | 18 |
91 | 271.46 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 1 | 2 |
94 | 271.48 | wind | 1.0 | 1440 | < th | dose independent | rect. | 15 | 12 |
95 | 271.50 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 17 | 22 |
96 | 271.50 | humidity | 90.0 | 1440 | > th | dose dependent | rect. | 9 | 1 |
98 | 271.55 | radiation | 1.0 | 1440 | < th | dose dependent | rect. | 7 | 2 |
99 | 271.57 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 17 | 10 |
100 | 271.57 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 4 | 23 |
101 | 271.58 | wind | 1.0 | 1440 | < th | dose independent | rect. | 13 | 14 |
102 | 271.63 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 6 | 9 |
104 | 271.65 | wind | 1.0 | 1440 | > th | dose independent | rect. | 18 | 5 |
105 | 271.66 | wind | 1.0 | 1440 | > th | dose independent | rect. | 15 | 12 |
107 | 271.70 | wind | 1.0 | 720 | < th | dose dependent | rect. | 15 | 12 |
109 | 271.72 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 2 | 13 |
111 | 271.76 | atmosphere | 1015.0 | 1440 | < th | dose independent | rect. | 3 | 6 |
115 | 271.78 | wind | 1.0 | 720 | < th | dose dependent | rect. | 17 | 10 |
117 | 271.79 | wind | 1.0 | 1440 | > th | dose independent | rect. | 13 | 14 |
119 | 271.80 | wind | 1.0 | 1440 | > th | dose independent | rect. | 1 | 2 |
120 | 271.80 | wind | 1.0 | 720 | < th | dose independent | rect. | 17 | 10 |
121 | 271.80 | wind | 1.0 | 720 | < th | dose dependent | rect. | 20 | 7 |
129 | 271.83 | wind | 1.0 | 1440 | < th | dose dependent | rect. | 2 | 1 |
132 | 271.85 | wind | 1.0 | 720 | < th | dose independent | rect. | 20 | 7 |
139 | 271.92 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 12 | 23 |
142 | 272.00 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 24 | 15 |
148 | 272.05 | wind | 1.0 | 1440 | < th | dose independent | rect. | 1 | 2 |
151 | 272.07 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 21 | 18 |
153 | 272.13 | precipitation | 0.1 | 1440 | < th | dose independent | rect. | 8 | 2 |
154 | 272.13 | precipitation | 0.1 | 1440 | < th | dose dependent | rect. | 8 | 2 |
155 | 272.15 | radiation | 1.0 | 1440 | < th | dose independent | rect. | 8 | 1 |
162 | 272.20 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 19 | 20 |
163 | 272.21 | temperature | 15.0 | 720 | > th | dose independent | rect. | 9 | 7 |
166 | 272.23 | radiation | 1.0 | 1440 | > th | dose independent | rect. | 7 | 3 |
167 | 272.23 | temperature | 20.0 | 1440 | < th | dose dependent | rect. | 9 | 6 |
168 | 272.24 | temperature | 20.0 | 10 | < th | dose dependent | rect. | 11 | 18 |
171 | 272.26 | precipitation | 0.1 | 1440 | < th | dose independent | rect. | 6 | 1 |
173 | 272.26 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 24 | 23 |
174 | 272.26 | precipitation | 0.1 | 1440 | < th | dose dependent | rect. | 6 | 1 |
175 | 272.27 | radiation | 1.0 | 1440 | < th | dose independent | rect. | 7 | 3 |
186 | 272.33 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 11 | 1 |
188 | 272.33 | temperature | 15.0 | 1440 | < th | dose independent | rect. | 3 | 22 |
190 | 272.34 | temperature | 15.0 | 1440 | < th | dose independent | rect. | 4 | 20 |
193 | 272.34 | temperature | 15.0 | 1440 | < th | dose dependent | rect. | 1 | 21 |
194 | 272.35 | temperature | 15.0 | 1440 | < th | dose independent | no | NA | NA |
195 | 272.35 | temperature | 15.0 | 1440 | < th | dose independent | rect. | 20 | 10 |
196 | 272.35 | temperature | 15.0 | 1440 | < th | dose independent | rect. | 19 | 12 |
199 | 272.35 | temperature | 15.0 | 1440 | < th | dose independent | rect. | 18 | 16 |
203 | 272.35 | temperature | 15.0 | 1440 | < th | dose independent | rect. | 14 | 21 |
204 | 272.35 | temperature | 15.0 | 1440 | < th | dose independent | rect. | 17 | 21 |
206 | 272.35 | temperature | 15.0 | 1440 | < th | dose independent | rect. | 9 | 22 |
211 | 272.35 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 9 | 23 |
220 | 272.35 | temperature | 15.0 | 1440 | < th | dose dependent | rect. | 23 | 6 |
223 | 272.36 | temperature | 15.0 | 1440 | > th | dose independent | no | NA | NA |
224 | 272.36 | temperature | 15.0 | 1440 | < th | dose independent | sin | 11 | NA |
245 | 272.36 | temperature | 15.0 | 1440 | < th | dose independent | rect. | 1 | 23 |
258 | 272.36 | temperature | 15.0 | 1440 | < th | dose dependent | sin | 7 | NA |
262 | 272.37 | temperature | 15.0 | 1440 | < th | dose independent | rect. | 21 | 8 |
282 | 272.38 | temperature | 15.0 | 720 | < th | dose independent | rect. | 13 | 16 |
301 | 272.38 | temperature | 15.0 | 1440 | < th | dose dependent | rect. | 22 | 13 |
306 | 272.39 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 17 | 12 |
317 | 272.40 | temperature | 15.0 | 4320 | > th | dose independent | rect. | 6 | 7 |
329 | 272.40 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 2 | 23 |
335 | 272.41 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 2 | 16 |
339 | 272.41 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 21 | 23 |
342 | 272.42 | temperature | 15.0 | 720 | < th | dose independent | sin | 14 | NA |
348 | 272.42 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 24 | 20 |
359 | 272.43 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 24 | 18 |
379 | 272.44 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 19 | 23 |
381 | 272.44 | wind | 1.0 | 1440 | < th | dose dependent | rect. | 18 | 5 |
382 | 272.44 | wind | 9.0 | 1440 | > th | dose dependent | rect. | 21 | 13 |
394 | 272.45 | temperature | 15.0 | 720 | < th | dose dependent | no | NA | NA |
395 | 272.45 | temperature | 15.0 | 720 | < th | dose dependent | rect. | 20 | 10 |
396 | 272.45 | temperature | 15.0 | 720 | < th | dose dependent | rect. | 19 | 15 |
399 | 272.45 | temperature | 15.0 | 720 | < th | dose dependent | rect. | 17 | 18 |
403 | 272.45 | temperature | 15.0 | 720 | < th | dose dependent | rect. | 9 | 21 |
405 | 272.45 | temperature | 15.0 | 720 | < th | dose dependent | rect. | 17 | 21 |
449 | 272.46 | temperature | 15.0 | 720 | < th | dose dependent | rect. | 4 | 23 |
452 | 272.46 | temperature | 15.0 | 720 | < th | dose dependent | rect. | 21 | 23 |
466 | 272.47 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 21 | 21 |
468 | 272.47 | temperature | 15.0 | 720 | < th | dose dependent | sin | 10 | NA |
479 | 272.48 | precipitation | 0.1 | 1440 | < th | dose independent | rect. | 6 | 4 |
486 | 272.48 | precipitation | 0.1 | 1440 | < th | dose dependent | rect. | 6 | 4 |
529 | 272.51 | wind | 9.0 | 1440 | > th | dose independent | rect. | 21 | 13 |
560 | 272.53 | temperature | 15.0 | 1440 | < th | dose independent | sin | 21 | NA |
573 | 272.54 | radiation | 1.0 | 1440 | > th | dose independent | rect. | 8 | 1 |
588 | 272.55 | temperature | 15.0 | 1440 | > th | dose independent | sin | 2 | NA |
603 | 272.56 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 5 | 1 |
604 | 272.56 | temperature | 15.0 | 1440 | < th | dose independent | rect. | 24 | 1 |
612 | 272.56 | temperature | 15.0 | 1440 | < th | dose dependent | sin | 22 | NA |
613 | 272.56 | temperature | 15.0 | 720 | < th | dose dependent | rect. | 23 | 3 |
619 | 272.57 | wind | 9.0 | 1440 | > th | dose independent | rect. | 1 | 9 |
625 | 272.57 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 14 | 23 |
651 | 272.60 | humidity | 90.0 | 1440 | > th | dose independent | rect. | 7 | 6 |
711 | 272.66 | precipitation | 0.1 | 1440 | > th | dose independent | rect. | 10 | 1 |
718 | 272.66 | precipitation | 0.1 | 1440 | > th | dose dependent | rect. | 10 | 1 |
731 | 272.67 | temperature | 15.0 | 1440 | < th | dose dependent | sin | 0 | NA |
732 | 272.67 | temperature | 15.0 | 4320 | < th | dose dependent | rect. | 6 | 6 |
783 | 272.71 | precipitation | 0.1 | 1440 | > th | dose independent | rect. | 23 | 4 |
786 | 272.71 | temperature | 20.0 | 1440 | < th | dose dependent | rect. | 9 | 2 |
787 | 272.71 | precipitation | 0.1 | 1440 | > th | dose dependent | rect. | 23 | 4 |
792 | 272.72 | temperature | 15.0 | 1440 | > th | dose independent | sin | 12 | NA |
809 | 272.73 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 12 | 20 |
813 | 272.74 | temperature | 15.0 | 4320 | < th | dose independent | rect. | 5 | 7 |
822 | 272.75 | temperature | 15.0 | 720 | > th | dose independent | sin | 22 | NA |
837 | 272.75 | temperature | 20.0 | 10 | < th | dose dependent | rect. | 19 | 18 |
879 | 272.79 | temperature | 20.0 | 720 | < th | dose independent | rect. | 10 | 5 |
893 | 272.80 | temperature | 20.0 | 10 | < th | dose dependent | sin | 5 | NA |
905 | 272.81 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 12 | 17 |
932 | 272.83 | wind | 1.0 | 10 | < th | dose independent | rect. | 3 | 1 |
934 | 272.83 | temperature | 20.0 | 720 | < th | dose independent | rect. | 11 | 3 |
954 | 272.85 | temperature | 15.0 | 90 | > th | dose independent | sin | 20 | NA |
956 | 272.85 | temperature | 15.0 | 90 | > th | dose independent | sin | 5 | NA |
970 | 272.86 | temperature | 15.0 | 1440 | > th | dose independent | rect. | 21 | 6 |
981 | 272.87 | radiation | 20.0 | 4320 | < th | dose independent | rect. | 5 | 1 |
993 | 272.87 | wind | 9.0 | 1440 | > th | dose dependent | rect. | 1 | 9 |