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Os04g0597400 |
blastp(Os)/ blastp(At)/ coex/// RAP/ RiceXPro/ SALAD/ ATTED-II |
Description : TGF-beta receptor, type I/II extracellular region family 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 dependent, 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
89.53 | 0.445 | 9.56 | 3.55 | 0.239 | 1.65 | 1.09 | 0.699 | 1.12 | 14.4 | 31.26 | 19 | -- | -- |
89.93 | 0.442 | 9.55 | 3.67 | 0.228 | 1.65 | 0.898 | -- | 1.14 | 14.5 | 31.4 | 18 | -- | -- |
92.79 | 0.452 | 9.54 | 3.71 | 0.215 | 1.59 | -- | -0.296 | 1.16 | 13.9 | 31.26 | 19 | -- | -- |
92.65 | 0.448 | 9.55 | 3.68 | 0.22 | 1.6 | -- | -- | 1.15 | 14.2 | 31.1 | 18 | -- | -- |
94.57 | 0.453 | 9.55 | 3.68 | -- | 1.53 | -- | -0.511 | 1.11 | -- | 33.6 | 18 | -- | -- |
123.41 | 0.521 | 9.61 | 3.29 | 0.305 | -- | -0.622 | -- | 0.863 | 2.43 | -- | -- | -- | -- |
124.81 | 0.523 | 9.61 | 3.31 | 0.304 | -- | -- | -- | 0.867 | 2.46 | -- | -- | -- | -- |
94.81 | 0.455 | 9.56 | 3.61 | -- | 1.36 | -- | -- | 1.1 | -- | 31.1 | 18 | -- | -- |
413.35 | 0.952 | 9.69 | -- | 0.353 | 0.0538 | -- | -- | 0.505 | 2.62 | 35.56 | 88 | -- | -- |
130.26 | 0.533 | 9.61 | 3.32 | -- | -- | -- | -- | 0.874 | -- | -- | -- | -- | -- |
413.39 | 0.951 | 9.69 | -- | 0.368 | -- | -- | -- | 0.498 | 2.6 | -- | -- | -- | -- |
418.4 | 0.956 | 9.68 | -- | -- | 0.442 | -- | -- | 0.555 | -- | 60.55 | 6 | -- | -- |
421.33 | 0.958 | 9.69 | -- | -- | -- | -- | -- | 0.506 | -- | -- | -- | -- | -- |
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 | 82.19 | wind | 9.0 | 43200 | > th | dose dependent | rect. | 18 | 13 |
8 | 83.59 | wind | 9.0 | 43200 | > th | dose independent | rect. | 18 | 13 |
10 | 83.93 | wind | 9.0 | 43200 | > th | dose independent | rect. | 18 | 11 |
11 | 83.99 | wind | 9.0 | 43200 | > th | dose dependent | rect. | 18 | 6 |
21 | 84.14 | wind | 9.0 | 43200 | > th | dose independent | rect. | 18 | 6 |
26 | 84.65 | wind | 9.0 | 43200 | < th | dose independent | rect. | 18 | 6 |
28 | 84.80 | wind | 9.0 | 43200 | < th | dose independent | rect. | 18 | 13 |
29 | 84.82 | wind | 9.0 | 43200 | < th | dose independent | rect. | 18 | 10 |
42 | 85.79 | wind | 7.0 | 43200 | > th | dose independent | rect. | 20 | 1 |
43 | 85.93 | wind | 7.0 | 43200 | > th | dose dependent | rect. | 20 | 1 |
44 | 85.98 | wind | 7.0 | 43200 | < th | dose independent | rect. | 20 | 1 |
45 | 85.98 | wind | 9.0 | 43200 | > th | dose dependent | rect. | 18 | 4 |
48 | 86.27 | wind | 9.0 | 43200 | > th | dose dependent | rect. | 20 | 4 |
50 | 86.31 | wind | 9.0 | 43200 | < th | dose independent | rect. | 18 | 4 |
57 | 86.53 | wind | 9.0 | 43200 | > th | dose independent | rect. | 18 | 4 |
66 | 86.80 | wind | 9.0 | 43200 | > th | dose dependent | rect. | 20 | 11 |
95 | 87.91 | wind | 9.0 | 43200 | > th | dose dependent | sin | 12 | NA |
99 | 88.00 | wind | 9.0 | 43200 | > th | dose independent | rect. | 20 | 5 |
100 | 88.01 | temperature | 30.0 | 90 | < th | dose dependent | rect. | 11 | 23 |
101 | 88.05 | temperature | 30.0 | 270 | < th | dose dependent | rect. | 9 | 22 |
122 | 88.75 | wind | 9.0 | 43200 | < th | dose independent | rect. | 20 | 5 |
130 | 88.97 | temperature | 30.0 | 30 | < th | dose dependent | rect. | 9 | 23 |
135 | 89.10 | wind | 9.0 | 43200 | > th | dose independent | sin | 11 | NA |
139 | 89.15 | wind | 9.0 | 43200 | < th | dose independent | rect. | 20 | 7 |
141 | 89.16 | wind | 9.0 | 43200 | > th | dose independent | rect. | 20 | 11 |
148 | 89.32 | temperature | 30.0 | 10 | < th | dose dependent | rect. | 13 | 23 |
166 | 89.64 | radiation | 1.0 | 43200 | < th | dose dependent | rect. | 20 | 7 |
174 | 89.73 | atmosphere | 995.0 | 43200 | > th | dose independent | rect. | 12 | 1 |
175 | 89.74 | wind | 9.0 | 43200 | < th | dose independent | rect. | 20 | 11 |
182 | 89.91 | temperature | 30.0 | 10 | < th | dose dependent | no | NA | NA |
184 | 89.93 | temperature | 15.0 | 10 | > th | dose dependent | no | NA | NA |
201 | 90.18 | radiation | 1.0 | 43200 | < th | dose dependent | rect. | 20 | 5 |
203 | 90.21 | temperature | 30.0 | 10 | < th | dose dependent | rect. | 15 | 23 |
208 | 90.27 | radiation | 20.0 | 4320 | < th | dose independent | rect. | 15 | 16 |
209 | 90.28 | wind | 9.0 | 43200 | < th | dose independent | sin | 11 | NA |
214 | 90.35 | temperature | 30.0 | 10 | < th | dose dependent | rect. | 17 | 23 |
217 | 90.39 | temperature | 30.0 | 1440 | < th | dose dependent | rect. | 18 | 1 |
227 | 90.55 | temperature | 30.0 | 10 | < th | dose dependent | rect. | 19 | 23 |
237 | 90.74 | atmosphere | 995.0 | 43200 | < th | dose dependent | rect. | 14 | 2 |
244 | 90.84 | atmosphere | 995.0 | 43200 | < th | dose independent | rect. | 14 | 1 |
248 | 90.86 | temperature | 30.0 | 1440 | < th | dose dependent | rect. | 17 | 5 |
250 | 90.88 | radiation | 20.0 | 4320 | < th | dose independent | rect. | 15 | 4 |
263 | 90.90 | temperature | 20.0 | 720 | > th | dose dependent | rect. | 12 | 23 |
265 | 90.92 | temperature | 20.0 | 90 | > th | dose dependent | rect. | 6 | 23 |
267 | 90.93 | radiation | 20.0 | 4320 | < th | dose independent | rect. | 15 | 11 |
272 | 90.95 | precipitation | 0.1 | 43200 | > th | dose dependent | rect. | 17 | 1 |
275 | 90.99 | temperature | 10.0 | 720 | > th | dose dependent | rect. | 13 | 22 |
277 | 91.01 | temperature | 20.0 | 1440 | > th | dose dependent | rect. | 20 | 1 |
283 | 91.09 | temperature | 20.0 | 1440 | > th | dose dependent | rect. | 18 | 3 |
286 | 91.12 | atmosphere | 1000.0 | 43200 | < th | dose dependent | rect. | 11 | 1 |
309 | 91.33 | temperature | 20.0 | 720 | > th | dose dependent | rect. | 7 | 22 |
310 | 91.35 | temperature | 10.0 | 1440 | > th | dose dependent | rect. | 20 | 1 |
313 | 91.36 | wind | 7.0 | 43200 | > th | dose independent | rect. | 6 | 1 |
317 | 91.37 | temperature | 30.0 | 30 | < th | dose dependent | rect. | 5 | 23 |
318 | 91.38 | temperature | 20.0 | 1440 | > th | dose dependent | rect. | 18 | 1 |
324 | 91.40 | temperature | 15.0 | 270 | > th | dose dependent | rect. | 15 | 23 |
327 | 91.41 | temperature | 20.0 | 10 | > th | dose dependent | rect. | 7 | 23 |
338 | 91.45 | wind | 1.0 | 43200 | < th | dose dependent | rect. | 20 | 1 |
351 | 91.48 | atmosphere | 995.0 | 43200 | > th | dose independent | rect. | 8 | 7 |
354 | 91.48 | temperature | 30.0 | 1440 | < th | dose dependent | rect. | 20 | 1 |
356 | 91.49 | temperature | 20.0 | 720 | > th | dose dependent | rect. | 10 | 23 |
406 | 91.63 | temperature | 15.0 | 270 | > th | dose dependent | rect. | 4 | 23 |
413 | 91.64 | temperature | 20.0 | 720 | > th | dose dependent | rect. | 21 | 23 |
419 | 91.65 | temperature | 30.0 | 720 | < th | dose dependent | rect. | 3 | 20 |
425 | 91.67 | wind | 9.0 | 43200 | > th | dose dependent | rect. | 14 | 18 |
435 | 91.70 | temperature | 20.0 | 720 | > th | dose dependent | no | NA | NA |
446 | 91.73 | temperature | 20.0 | 720 | > th | dose dependent | rect. | 23 | 23 |
450 | 91.74 | temperature | 30.0 | 10 | < th | dose dependent | rect. | 23 | 23 |
456 | 91.75 | temperature | 30.0 | 10 | < th | dose dependent | rect. | 21 | 23 |
502 | 91.87 | temperature | 20.0 | 720 | > th | dose dependent | rect. | 1 | 23 |
519 | 91.92 | temperature | 20.0 | 1440 | > th | dose dependent | rect. | 17 | 18 |
539 | 91.94 | temperature | 30.0 | 10 | < th | dose dependent | rect. | 1 | 23 |
607 | 92.05 | temperature | 30.0 | 1440 | < th | dose dependent | rect. | 17 | 18 |
642 | 92.12 | temperature | 10.0 | 720 | > th | dose dependent | rect. | 21 | 23 |
643 | 92.12 | temperature | 30.0 | 10 | < th | dose dependent | rect. | 3 | 23 |
701 | 92.20 | temperature | 20.0 | 10 | > th | dose dependent | rect. | 1 | 23 |
715 | 92.22 | temperature | 20.0 | 90 | > th | dose dependent | rect. | 1 | 23 |
720 | 92.24 | temperature | 15.0 | 1440 | > th | dose dependent | sin | 14 | NA |
810 | 92.38 | atmosphere | 1000.0 | 43200 | < th | dose independent | rect. | 11 | 1 |
881 | 92.47 | temperature | 20.0 | 30 | > th | dose dependent | rect. | 21 | 23 |
904 | 92.50 | temperature | 20.0 | 10 | > th | dose dependent | rect. | 3 | 23 |
953 | 92.55 | precipitation | 0.1 | 43200 | > th | dose independent | rect. | 17 | 1 |
976 | 92.57 | temperature | 30.0 | 1440 | < th | dose dependent | sin | 14 | NA |