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Os07g0541400 |
blastp(Os)/ blastp(At)/ coex/// RAP/ RiceXPro/ SALAD/ ATTED-II |
Description : Similar to Receptor protein kinase.
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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 = wind,
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
72.65 | 0.4 | 10.4 | 1.66 | 1.54 | 0.327 | 0.224 | -1.84 | 0.624 | 18.2 | 2.9 | 721 | -- | -- |
78.53 | 0.413 | 10.4 | 1.57 | 1.45 | 0.336 | 0.53 | -- | 0.617 | 18.2 | 3.676 | 853 | -- | -- |
72.76 | 0.397 | 10.4 | 1.66 | 1.54 | 0.336 | -- | -1.91 | 0.622 | 18.2 | 2.866 | 721 | -- | -- |
79.47 | 0.415 | 10.4 | 1.6 | 1.45 | 0.278 | -- | -- | 0.616 | 18 | 3.6 | 847 | -- | -- |
152.37 | 0.578 | 10.3 | 1.85 | -- | -0.601 | -- | 0.123 | 0.576 | -- | 2.866 | 721 | -- | -- |
79.64 | 0.418 | 10.4 | 1.68 | 1.42 | -- | 0.655 | -- | 0.609 | 17.9 | -- | -- | -- | -- |
80.61 | 0.42 | 10.4 | 1.67 | 1.42 | -- | -- | -- | 0.612 | 17.8 | -- | -- | -- | -- |
129 | 0.529 | 10.3 | 1.95 | -- | -0.978 | -- | -- | 0.576 | -- | 2.3 | 189 | -- | -- |
105.22 | 0.478 | 10.4 | -- | 1.55 | 1.42 | -- | -- | 0.232 | 17.8 | 5.6 | 37029 | -- | -- |
185.64 | 0.637 | 10.3 | 1.63 | -- | -- | -- | -- | 0.578 | -- | -- | -- | -- | -- |
154.22 | 0.581 | 10.4 | -- | 1.4 | -- | -- | -- | 0.425 | 17.8 | -- | -- | -- | -- |
207.34 | 0.671 | 10.4 | -- | -- | 1.47 | -- | -- | 0.156 | -- | 5.601 | 38547 | -- | -- |
255.48 | 0.746 | 10.4 | -- | -- | -- | -- | -- | 0.398 | -- | -- | -- | -- | -- |
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 | 67.58 | temperature | 25.0 | 270 | < th | dose independent | rect. | 22 | 7 |
2 | 67.81 | temperature | 25.0 | 270 | < th | dose independent | rect. | 23 | 5 |
5 | 68.16 | temperature | 25.0 | 270 | < th | dose dependent | rect. | 23 | 4 |
10 | 68.50 | temperature | 25.0 | 270 | < th | dose independent | rect. | 5 | 11 |
14 | 68.82 | temperature | 25.0 | 30 | < th | dose independent | rect. | 6 | 10 |
21 | 68.90 | radiation | 20.0 | 90 | < th | dose dependent | rect. | 7 | 20 |
25 | 68.96 | humidity | 50.0 | 270 | > th | dose dependent | rect. | 5 | 10 |
26 | 68.96 | radiation | 20.0 | 10 | < th | dose dependent | rect. | 7 | 20 |
48 | 69.21 | wind | 1.0 | 270 | > th | dose independent | rect. | 4 | 11 |
50 | 69.33 | humidity | 50.0 | 90 | > th | dose independent | rect. | 6 | 11 |
52 | 69.36 | humidity | 70.0 | 720 | > th | dose independent | rect. | 19 | 8 |
58 | 69.42 | humidity | 50.0 | 90 | > th | dose dependent | rect. | 7 | 10 |
88 | 69.77 | humidity | 50.0 | 10 | > th | dose dependent | rect. | 7 | 11 |
92 | 69.80 | radiation | 30.0 | 10 | < th | dose dependent | rect. | 11 | 16 |
100 | 69.88 | radiation | 10.0 | 90 | < th | dose independent | rect. | 7 | 20 |
101 | 69.88 | temperature | 30.0 | 30 | < th | dose dependent | rect. | 7 | 10 |
102 | 69.90 | humidity | 70.0 | 720 | > th | dose independent | rect. | 17 | 9 |
113 | 69.99 | humidity | 70.0 | 270 | > th | dose independent | rect. | 5 | 11 |
124 | 70.02 | radiation | 40.0 | 90 | < th | dose dependent | rect. | 11 | 16 |
142 | 70.14 | temperature | 25.0 | 270 | < th | dose independent | rect. | 1 | 2 |
157 | 70.22 | temperature | 30.0 | 90 | < th | dose dependent | rect. | 17 | 13 |
163 | 70.23 | radiation | 10.0 | 10 | < th | dose independent | rect. | 7 | 20 |
168 | 70.24 | temperature | 30.0 | 270 | < th | dose dependent | rect. | 4 | 11 |
176 | 70.29 | wind | 9.0 | 270 | < th | dose independent | rect. | 4 | 11 |
194 | 70.36 | humidity | 70.0 | 90 | > th | dose independent | rect. | 7 | 10 |
198 | 70.37 | temperature | 30.0 | 10 | < th | dose dependent | rect. | 18 | 13 |
208 | 70.42 | temperature | 25.0 | 270 | < th | dose independent | sin | 0 | NA |
210 | 70.42 | humidity | 80.0 | 10 | > th | dose independent | rect. | 7 | 20 |
212 | 70.43 | humidity | 50.0 | 270 | > th | dose independent | rect. | 4 | 11 |
230 | 70.50 | atmosphere | 995.0 | 270 | > th | dose independent | rect. | 4 | 11 |
238 | 70.51 | radiation | 40.0 | 270 | < th | dose dependent | rect. | 5 | 10 |
240 | 70.52 | temperature | 10.0 | 270 | > th | dose independent | rect. | 4 | 11 |
241 | 70.52 | atmosphere | 1015.0 | 270 | < th | dose independent | rect. | 4 | 11 |
242 | 70.52 | temperature | 10.0 | 270 | > th | dose independent | rect. | 15 | 13 |
243 | 70.52 | precipitation | 0.1 | 270 | < th | dose independent | rect. | 15 | 13 |
244 | 70.52 | precipitation | 0.1 | 270 | < th | dose dependent | rect. | 15 | 13 |
284 | 70.64 | radiation | 10.0 | 90 | < th | dose independent | rect. | 9 | 18 |
286 | 70.64 | humidity | 50.0 | 10 | > th | dose dependent | rect. | 13 | 14 |
303 | 70.67 | radiation | 30.0 | 270 | < th | dose independent | rect. | 11 | 14 |
308 | 70.68 | wind | 7.0 | 90 | < th | dose independent | rect. | 17 | 13 |
312 | 70.69 | wind | 9.0 | 270 | < th | dose independent | rect. | 15 | 13 |
324 | 70.71 | humidity | 60.0 | 720 | > th | dose independent | rect. | 15 | 10 |
327 | 70.71 | humidity | 50.0 | 720 | > th | dose independent | rect. | 20 | 21 |
339 | 70.73 | precipitation | 0.1 | 270 | < th | dose independent | rect. | 4 | 11 |
341 | 70.73 | precipitation | 0.1 | 270 | < th | dose dependent | rect. | 4 | 11 |
347 | 70.74 | radiation | 40.0 | 270 | < th | dose independent | rect. | 15 | 13 |
352 | 70.75 | humidity | 60.0 | 90 | > th | dose independent | rect. | 13 | 14 |
353 | 70.75 | temperature | 30.0 | 270 | < th | dose dependent | rect. | 4 | 6 |
358 | 70.76 | temperature | 20.0 | 270 | < th | dose independent | rect. | 23 | 2 |
364 | 70.78 | atmosphere | 995.0 | 90 | > th | dose independent | rect. | 6 | 11 |
381 | 70.81 | temperature | 25.0 | 10 | < th | dose dependent | rect. | 24 | 5 |
383 | 70.82 | humidity | 50.0 | 720 | > th | dose independent | rect. | 4 | 13 |
397 | 70.84 | temperature | 10.0 | 90 | > th | dose independent | rect. | 17 | 13 |
398 | 70.84 | radiation | 20.0 | 90 | < th | dose independent | rect. | 17 | 13 |
401 | 70.84 | precipitation | 0.1 | 90 | < th | dose independent | rect. | 17 | 13 |
403 | 70.84 | precipitation | 0.1 | 90 | < th | dose dependent | rect. | 17 | 13 |
406 | 70.85 | radiation | 40.0 | 270 | < th | dose independent | rect. | 5 | 10 |
414 | 70.88 | atmosphere | 995.0 | 90 | > th | dose independent | rect. | 17 | 13 |
419 | 70.89 | wind | 1.0 | 270 | > th | dose independent | rect. | 14 | 14 |
425 | 70.90 | humidity | 50.0 | 90 | > th | dose independent | rect. | 15 | 12 |
427 | 70.90 | wind | 5.0 | 720 | < th | dose dependent | rect. | 3 | 2 |
435 | 70.93 | temperature | 20.0 | 720 | < th | dose independent | rect. | 4 | 1 |
443 | 70.94 | temperature | 25.0 | 90 | < th | dose dependent | rect. | 1 | 4 |
444 | 70.94 | temperature | 30.0 | 270 | < th | dose dependent | rect. | 5 | 4 |
488 | 71.02 | radiation | 10.0 | 90 | < th | dose independent | rect. | 11 | 16 |
495 | 71.04 | temperature | 25.0 | 270 | < th | dose independent | rect. | 5 | 5 |
513 | 71.06 | humidity | 50.0 | 720 | > th | dose independent | rect. | 14 | 3 |
532 | 71.09 | radiation | 30.0 | 270 | < th | dose independent | rect. | 13 | 12 |
573 | 71.14 | humidity | 70.0 | 10 | > th | dose dependent | rect. | 7 | 20 |
589 | 71.17 | wind | 3.0 | 720 | < th | dose independent | rect. | 3 | 2 |
599 | 71.18 | temperature | 25.0 | 10 | < th | dose dependent | rect. | 22 | 8 |
611 | 71.20 | temperature | 30.0 | 90 | < th | dose dependent | rect. | 7 | 4 |
626 | 71.21 | humidity | 50.0 | 270 | > th | dose dependent | sin | 23 | NA |
631 | 71.21 | radiation | 40.0 | 90 | < th | dose dependent | rect. | 17 | 13 |
659 | 71.25 | atmosphere | 995.0 | 270 | > th | dose independent | rect. | 14 | 14 |
668 | 71.26 | humidity | 50.0 | 720 | > th | dose independent | rect. | 13 | 5 |
679 | 71.27 | wind | 5.0 | 720 | < th | dose independent | rect. | 4 | 4 |
701 | 71.29 | humidity | 50.0 | 90 | > th | dose independent | rect. | 17 | 13 |
717 | 71.31 | temperature | 25.0 | 90 | < th | dose independent | rect. | 3 | 2 |
734 | 71.33 | temperature | 30.0 | 720 | < th | dose dependent | rect. | 17 | 2 |
775 | 71.37 | wind | 9.0 | 90 | < th | dose dependent | rect. | 3 | 10 |
778 | 71.37 | humidity | 50.0 | 10 | > th | dose dependent | rect. | 18 | 13 |
788 | 71.39 | wind | 1.0 | 90 | > th | dose independent | rect. | 6 | 11 |
797 | 71.40 | wind | 9.0 | 90 | < th | dose dependent | rect. | 17 | 13 |
816 | 71.43 | wind | 7.0 | 720 | < th | dose independent | rect. | 22 | 9 |
829 | 71.44 | radiation | 1.0 | 720 | < th | dose dependent | rect. | 17 | 2 |
834 | 71.45 | atmosphere | 995.0 | 10 | > th | dose independent | rect. | 7 | 10 |
841 | 71.46 | wind | 7.0 | 10 | < th | dose independent | rect. | 16 | 15 |
856 | 71.48 | temperature | 20.0 | 10 | < th | dose independent | rect. | 22 | 7 |
859 | 71.48 | wind | 9.0 | 10 | < th | dose independent | rect. | 7 | 10 |
875 | 71.49 | temperature | 10.0 | 90 | > th | dose dependent | rect. | 19 | 8 |
886 | 71.50 | temperature | 30.0 | 720 | < th | dose dependent | rect. | 5 | 2 |
938 | 71.55 | temperature | 25.0 | 720 | < th | dose independent | rect. | 16 | 4 |
939 | 71.55 | humidity | 70.0 | 720 | > th | dose independent | rect. | 17 | 4 |
942 | 71.55 | temperature | 10.0 | 10 | > th | dose independent | rect. | 7 | 10 |
944 | 71.55 | atmosphere | 1015.0 | 10 | < th | dose independent | rect. | 7 | 10 |
947 | 71.55 | temperature | 10.0 | 10 | > th | dose independent | rect. | 17 | 14 |
948 | 71.55 | atmosphere | 995.0 | 10 | > th | dose independent | rect. | 17 | 14 |
949 | 71.55 | radiation | 20.0 | 10 | < th | dose independent | rect. | 17 | 14 |
958 | 71.56 | temperature | 25.0 | 720 | < th | dose independent | rect. | 17 | 2 |
999 | 71.59 | precipitation | 0.1 | 10 | < th | dose independent | rect. | 7 | 10 |