/
simgenome.eg
11892 lines (11676 loc) · 720 KB
/
simgenome.eg
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
; insert_intron decreased to 0.0016 from 0.003
; extend_coding decreased to 0.9948 from 0.996
; end_coding decreased to 0.0004 from 0.001
; conserved increased to 0.15 from 0.085
;; The grammar.
(grammar
(parametric)
(name simgenome)
(update-rates 0) ;; turned off to prevent accidentally changing the grammar
(update-rules 0)
(meta
(simgenome
;; This block can be used to patch in external feature-generators.
;; Here are a few examples:
;; columns annotated with any non-period character in the "#=GC GSIM" row will be replaced by the output of a call to gsimulator
(gsimulator
(row GSIM)
)
;; columns annotated with any non-period character in the "#=GC GSIM100" row will be replaced by the output of a call to gsimulator, with the root sequence length constrained to be 100
;; This is the only external generator that is actually used in the current version of this model.
(gsimulator
(row GSIM100)
(args --rootseqlength 100)
)
;; columns annotated with any non-period character in the "#=GC EXT" row will be replaced by the output of the following Perl one-liner (the tree file is passed in as an argument but discarded)
;; more robustly, an external program name could be specified here, instead of "perl".
(external
(row EXT)
(executable perl -e 'print"# STOCKHOLM 1.0\nA GGGGG\nB GGGGG\n//\n"')
)
;; Below are descriptions of the various submodels in this grammar.
;; This info is not (as of 4/1/2008) used by any program, but sticking it in the "meta" block means that xrate won't delete it.
(submodel-meta
(submodel neutral)
(brief-description Single-nucleotide strand-symmetric model of neutral evolution with gaps as 5th character. Distribution and (base) rates from caf1screen/training/null_nuc_symmetric_gapsub_trained.eg.)
)
(submodel-meta
(submodel conserved)
(brief-description Single-nucleotide strand-symmetric ungapped model of evolution of conserved regions. Distribution and rates from caf1screen/training/null_nuc_symmetric_trained.eg.)
)
(submodel-meta
(submodel coding)
(brief-description Coding sequence (codons). UTRs modeled as conserved, splice sites as conserved and introns as neutral, albeit with an optionally different evolutionary rate scale, with optional conserved within. Distribution and rates of coding sequence from simultaneous-mutations empirically-estimated model of Kosiol, Holmes and Goldman 2007. Rates modified to allow any codon to mutate to all gaps (frame-preserving) at a fixed rate.)
)
(submodel-meta
(submodel pseudogene)
(brief-description Unprocessed pseudogenes. Coding region only. No UTRs or introns. Codons generated from distribution of Kosiol, Holmes and Goldman 2007, then evolve as triplets of nucleotides, each of which evolves independently under neutral model.)
)
(submodel-meta
(submodel ncrna)
(brief-description Structural evolution of ncRNAs with gaps as 5th character. Distribution and rates from GapSub (ncRna_v24.eg).)
)
(submodel-meta
(submodel transposon)
(brief-description DNA transposons with TIRs. TIR distribution and rates identical to base-pairs in ncrna. Inner sequence emitted as neutral, with exception of optional pseudogenes in inner region.)
)
)
)
;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
;; User-modified parameters ;;
;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
;; Priors over length of simulated genome and frequencies of features.
(const-pgroup
;; Parameters estimated (crudely) from Drosophila melanogaster.
;; Sources:
;; FlyBase 4.3 annotation.
;; "The transposable elements of the Drosophila melanogaster euchromatin: a genomics perspective" (2002), Genome Biology.
;; "Evolution of genes and genomes on the Drosophila phylogeny" (2007), Nature 450, 203-218.
;; "Minos as a Genetic and Genomic Tool in Drosophila melanogaster" (2005), Genetics 171(2), 571-581.
;; "Minos, a new transposable element from Drosophila hydei, is a member of the Tc1-like family of transposons" (1991), Nucleic Acids Res., 19(23):6646.
;; Some numbers:
;; 130Mb euchromatic DNA
;; ~14,000 protein-coding genes (~31Mb exonic, ~54Mb intronic)
;; ~64,000 exons and ~48,000 introns
;; Mean exon length is ~500nt, standard deviation is ~600nt
;; Mean intron length is ~1,140nt, standard deviation is ~4,200nt
;; ~700 RNA genes
;; ~50 pseudogenes
;; 72 full-length and 332 partial transposons in the TIR and FB classes (which have inverted repeats)
;; ~6,000 transposons and ~20,000 "repeat regions"
;; ~1,400 "protein binding site" features (major overlap with "regulatory region" and "enhancer" features)
;; ~30% of intergenic sequence predicted conserved by PHASTCONS
;; Some calculations:
;; Approx ~45Mb (35%) of sequence is intergenic. This corresponds to ~450,000 GSIM100 states (each of which generates ~100 bases)
;; Features of interest:
;; 14,000 "coding"
;; 50 "pseudogene"
;; 1,400 "conserved" (protein binding sites) ... but PHASTCONS puts this much higher ... we use PHASTCONS's estimate for introns, but not intergenic DNA (for which we have a better model).
;; 700 "ncrna"
;; 400 "transposon (including full-length AND partial TIR and foldback elements)
;; 16,550 total => roughly 0.037 per GSIM100 state
;; Mean size of Mercator syntenic block is 25kb. Assuming 35% of this is intergenic, this is 8,750nt of intergenic sequence, or ~88 GSIM100 states.
;; Hence, probabilities in NEUTRAL pgroup should be:
;; insert_feature ~ 0.037
;; extend_intergenic ~ 0.952
;; end_genome ~ 0.011
;; Relative proportions for FEATURE pgroup:
;; 0.85 "coding"
;; 0.003 "pseudogene"
;; 0.085 "conserved"
;; 0.04 "ncrna"
;; 0.024 "transposon"
;; Length distribution of exons:
;; Mean is ~500 (~166 codons), sd is ~600 (~200 codons)
;; Sum of r geometric variables with (stopping) parameter p is negative binomial distribution with parameters {r,p}.
;; Mean of negative binomial is r(1-p)/p = 166
;; Variance is r(1-p)/(p^2) = 200^2
;; Thus p = 166/200^2 ~= .004
;; and r = 166*p/(1-p) ~= 0.67 !!???
;; That r~1 is confirmed by the following crude gridsearch over negative binomial parameter space:
;; cat exon.gff | perl -ane 'print $F[4]-$F[3],"\n"' | linbins 50 | perl -e 'while(&<>){($n,$c)=split;$c{$n}=$c}for($p=.001;$p<=.005;$p+=.001){for($r=1;$r<=5;++$r){$ll=0;while(($n,$c)=each%c){$ll+=$c*($r*log($p)+$n*log(1-$p)+logfac($n+$r)-logfac($n)-logfac($r))}print"p= $p r= $r ll= $ll\n"}}sub logfac{my$n=shift;my$ll=0;for my$i(2..$n){$ll+=log($i)}return $ll}'
;; There are roughly 0.75 introns per exon (&=47676/64113)
;; and roughly 4.4 exons per gene (&=64113/14449)
;; Thus,
;; NUMBER_OF_CODING_STATES ~ 1
;; extend_coding ~ .996
;; insert_intron ~ .003
;; end_coding ~ .001
;; Gap rate in coding regions is chosen heuristically.
;; Average length of protein binding site is ~20nt
;; extend_conserved ~ 0.95
;; end_conserved ~ 0.05
;; PHASTCONS reports the slowest-substituting 10% of regions:
;; conserved_rate_scale ~ 0.1
;; PHASTCONS says that 23% of intronic DNA is conserved
;; Mean length of an intron is 1,140nt; 23% of this is ~260nt
;; That is, roughly 13 "conserved" features per 1000nt of intron
;; So, INTRON params are as follows:
;; insert_conserved ~ 0.013
;; extend_intron ~ 0.986
;; end_intron ~ 0.001
;; Transposon TIR lengths and gene counts: hard to find comprehensive statistics.
;; Take the "minos" element as a canonical example.
;; Total length is 1751nt; TIR length is 255nt. Contains one gene of length 1036nt.
;; So for minos, TRANSPOSON params should be as follows:
;; extend_tir ~ 0.996
;; end_tir ~ 0.004
;; extend_inner ~ 0.996
;; transposon_gene ~ 0.002
;; end_inner ~ 0.002
;; NEUTRAL
((insert_feature 0.045) ;; Prior over all features.
(extend_intergenic 0.944) ;; Geometric parameter for length distribution of simulated genome. (Mean intergenic distance is approx 100/extend_intergenic bases; grep for GSIM100 to see where the factor of 100 comes from)
(end_genome 0.011))
;; FEATURE
((coding .888) ;; Priors over particular features.
(pseudogene .003)
(conserved .15)
(ncrna 0)
(transposon .024))
)
;; number of coding states
;; This effectively corresponds to the "shape" parameter
;; in the gamma distribution over exon lengths.
;; (Technically, it's a "negative binomial" distribution, not a gamma.
;; The negative binomial is the discrete analogue of the gamma,
;; obtained in this case as a convolution of identical geometric distrib'ns.)
;; Despite IH's intuition that this should be a peaked distribution (&>1), empirically a geometric distribution (&=1) seems to be a better fit.
(&define NUMBER_OF_CODING_STATES 1)
;; Length of features.
(const-pgroup
;; CONSERVED
((extend_conserved 0.95) ;; Length distribution of conserved regions.
(end_conserved 0.05))
;; CODING
((insert_intron 0.0016) ;; Frequency of introns per codon.
(extend_coding 0.9948) ;; Length distribution of coding regions.
;; (this is the "scale" parameter in the gamma distribution)
(end_coding 0.0004))
;; INTRON
((insert_conserved 0.013) ;; Prior over conserved regions within introns.
(extend_intron 0.986) ;; Length distribution of introns.
(end_intron 0.001))
;; TRANSPOSON
((extend_tir 0.996) ;; Length distribution of terminal inverted repeats (TIRs).
(end_tir 0.004))
((transposon_gene 0.002) ;; Prior over genes in transposons.
(extend_inner 0.996) ;; Length distribution of inner region.
(end_inner 0.002))
)
;; Rates of mutation of features.
(const-rate
;; NEUTRAL
(neutral_rate_scale 1)
;; INTRON
(intron_rate_scale 1)
;; CONSERVED
(conserved_rate_scale 0.1)
;; CODING
(coding_rate_scale 1)
(coding_gap_rate .1) ;; Rate of (any codon) -> (all gaps) mutation.
;; NCRNA
(ncrna_rate_scale 1)
)
;!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
;! WARNING: The below should only be modified by expert users !
;! See http://biowiki.org/XrateFormat for format docs... !
;!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
;; Nonterminal declarations ;;
;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
(nonterminal (name START))
(nonterminal (name NEUTRAL)) ;; gsimulator-generated neutral regions (rates also used to evolve pseudogenes and transposons)
(nonterminal (name INSERT_FEATURE)) ;; bifurcation to generate feature as (FEATURE NEUTRAL)
(nonterminal (name FEATURE)) ;; generic genomic feature
(nonterminal (name CODING)) ;; protein-coding gene
(nonterminal (name PSEUDOGENE)) ;; unprocessed pseudogene
(nonterminal (name NCRNA)) ;; ncRNA
(nonterminal (name TRANSPOSON)) ;; transposon
(nonterminal (name CONSERVED)) ;; conserved region (ungapped neutral strand-symmetric evolution)
;; CODING
(nonterminal (name FWD_START_CODING))
(nonterminal (name REV_START_CODING))
;; INTRON
(nonterminal (name FWD_INSERT_INTRON))
(nonterminal (name REV_INSERT_INTRON))
(nonterminal (name START_INTRON))
(nonterminal (name INTRON))
;; PSEUDOGENE
(nonterminal (name FWD_PSEUDOGENE))
(nonterminal (name REV_PSEUDOGENE))
;; NCRNA
(nonterminal (name FWD_NCRNA_PFOLD_S))
(nonterminal (name REV_NCRNA_PFOLD_S))
(nonterminal (name FWD_NCRNA_PFOLD_F))
(nonterminal (name REV_NCRNA_PFOLD_F))
(nonterminal (name FWD_NCRNA_PFOLD_L))
(nonterminal (name REV_NCRNA_PFOLD_L))
(nonterminal (name FWD_NCRNA_PFOLD_B))
(nonterminal (name REV_NCRNA_PFOLD_B))
(nonterminal (name FWD_NCRNA_PFOLD_U))
(nonterminal (name REV_NCRNA_PFOLD_U))
;; TRANSPOSON
(nonterminal (name FWD_TRANSPOSON))
(nonterminal (name REV_TRANSPOSON))
(nonterminal (name FWD_TRANSPOSON_TIR))
(nonterminal (name REV_TRANSPOSON_TIR))
(nonterminal (name FWD_TRANSPOSON_INNER))
(nonterminal (name REV_TRANSPOSON_INNER))
(nonterminal (name FWD_TRANSPOSON_INSERT_PSEUDOGENE))
(nonterminal (name REV_TRANSPOSON_INSERT_PSEUDOGENE))
;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
;; Tranformations (NEUTRAL and FEATURE) ;;
;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
;; state START
(transform (from (START)) (to (NEUTRAL)) (prob 1))
;; state NEUTRAL .. generates 100 nucleotides of ancestral sequence, which is then mutated by GSIMULATOR
(transform (from (NEUTRAL)) (to (X NEUTRAL*))
(annotate (row GSIM100) (column X) (label 1)))
(transform (from (NEUTRAL*)) (to (INSERT_FEATURE)) (prob insert_feature))
(transform (from (NEUTRAL*)) (to (NEUTRAL)) (prob extend_intergenic))
(transform (from (NEUTRAL*)) (to ()) (prob end_genome))
;; state INSERT_FEATURE
(transform (from (INSERT_FEATURE)) (to (FEATURE NEUTRAL)))
;; state FEATURE
(transform (from (FEATURE)) (to (CONSERVED)) (prob conserved))
(transform (from (FEATURE)) (to (CODING)) (prob coding))
(transform (from (FEATURE)) (to (PSEUDOGENE)) (prob pseudogene))
(transform (from (FEATURE)) (to (NCRNA)) (prob ncrna))
(transform (from (FEATURE)) (to (TRANSPOSON)) (prob transposon))
;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
;; Tranformations (CONSERVED) ;;
;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
;; state CONSERVED
(transform (from (CONSERVED)) (to (CONS CONSERVED*))
(annotate (row CONSERVED) (column CONS) (label C)))
(transform (from (CONSERVED*)) (to (CONSERVED)) (prob extend_conserved))
(transform (from (CONSERVED*)) (to ()) (prob end_conserved))
;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
;; Transformations (CODING) ;;
;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
;; state CODING
(transform (from (CODING)) (to (FWD_START_CODING)) (prob 0.5))
(transform (from (CODING)) (to (REV_START_CODING)) (prob 0.5))
;; state FWD_START_CODING, REV_START_CODING
(transform (from (FWD_START_CODING)) (to (CONSERVED FWD_CODING_1))) ;; start coding region with conserved sequence
(transform (from (REV_START_CODING)) (to (CONSERVED REV_CODING_1)))
;; {FWD,REV}_CODING_* states
(&foreach-integer
NUM
(1 NUMBER_OF_CODING_STATES)
(nonterminal (name (&. FWD_CODING_ NUM)))
(nonterminal (name (&. REV_CODING_ NUM)))
;; state FWD_CODING_[NUM]
(transform (from ((&. FWD_CODING_ NUM)))
(to (COD1 COD2 COD3 (&. FWD_CODING_ NUM *)))
(gaps-ok)
(annotate (row CODING) (column COD1) (label 0))
(annotate (row CODING) (column COD2) (label 1))
(annotate (row CODING) (column COD3) (label 2))
(annotate (row STRAND) (column COD1) (label +))
(annotate (row STRAND) (column COD2) (label +))
(annotate (row STRAND) (column COD3) (label +)))
(transform (from ((&. FWD_CODING_ NUM *)))
(to ((&. FWD_CODING_ NUM)))
(prob extend_coding))
(transform (from ((&. FWD_CODING_ NUM *)))
(to (FWD_INSERT_INTRON))
(prob insert_intron))
(transform (from ((&. FWD_CODING_ NUM *)))
(to ((&?
(&= NUM NUMBER_OF_CODING_STATES)
CONSERVED
(&. FWD_CODING_ (&+ NUM 1)))))
(prob end_coding))
;; state REV_CODING_[NUM]
(transform (from ((&. REV_CODING_ NUM)))
(to (~COD3 ~COD2 ~COD1 (&. REV_CODING_ NUM *)))
(gaps-ok)
(annotate (row CODING) (column COD3) (label 2))
(annotate (row CODING) (column COD2) (label 1))
(annotate (row CODING) (column COD1) (label 0))
(annotate (row STRAND) (column COD3) (label -))
(annotate (row STRAND) (column COD2) (label -))
(annotate (row STRAND) (column COD1) (label -)))
(transform (from ((&. REV_CODING_ NUM *)))
(to ((&. REV_CODING_ NUM)))
(prob extend_coding))
(transform (from ((&. REV_CODING_ NUM *)))
(to (REV_INSERT_INTRON))
(prob insert_intron))
(transform (from ((&. REV_CODING_ NUM *)))
(to ((&?
(&= NUM NUMBER_OF_CODING_STATES)
CONSERVED
(&. REV_CODING_ (&+ NUM 1)))))
(prob end_coding))
;; end of coding state generation macro
)
;; state FWD_INSERT_INTRON, REV_INSERT_INTRON
(transform (from (FWD_INSERT_INTRON)) (to (START_INTRON FWD_CODING_1)))
(transform (from (REV_INSERT_INTRON)) (to (START_INTRON REV_CODING_1)))
;; state START_INTRON
(transform (from (START_INTRON)) (to (CONSERVED INTRON))) ;; start intronic region with conserved sequence
;; state INTRON
(transform (from (INTRON)) (to (XINTRON INTRON*))
(annotate (row CODING) (column XINTRON) (label I))
(annotate (row STRAND) (column XINTRON) (label _)))
(transform (from (INTRON*)) (to (INTRON)) (prob extend_intron))
(transform (from (INTRON*)) (to (INSERT_CONSERVED)) (prob insert_conserved)) ;; insert conserved sequence into middle of intron
(transform (from (INTRON*)) (to (CONSERVED)) (prob end_intron)) ;; end intron with conserved sequence
;; state INSERT_CONSERVED
(transform (from (INSERT_CONSERVED)) (to (CONSERVED INTRON)))
;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
;; Transformations (PSEUDOGENE) ;;
;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
;; state CODING
(transform (from (PSEUDOGENE)) (to (FWD_PSEUDOGENE)) (prob 0.5))
(transform (from (PSEUDOGENE)) (to (REV_PSEUDOGENE)) (prob 0.5))
;; state FWD_PSEUDOGENE
(transform (from (FWD_PSEUDOGENE)) (to (PG1 PG2 PG3 FWD_PSEUDOGENE*))
(annotate (row PSEUDOGENE) (column PG1) (label 0))
(annotate (row PSEUDOGENE) (column PG2) (label 1))
(annotate (row PSEUDOGENE) (column PG3) (label 2))
(annotate (row STRAND) (column PG1) (label +))
(annotate (row STRAND) (column PG2) (label +))
(annotate (row STRAND) (column PG3) (label +)))
(transform (from (FWD_PSEUDOGENE*)) (to (FWD_PSEUDOGENE)) (prob extend_coding))
(transform (from (FWD_PSEUDOGENE*)) (to ()) (prob end_coding))
;; state REV_PSEUDOGENE
(transform (from (REV_PSEUDOGENE)) (to (~PG3 ~PG2 ~PG1 REV_PSEUDOGENE*)) (gaps-ok)
(annotate (row PSEUDOGENE) (column PG3) (label 2))
(annotate (row PSEUDOGENE) (column PG2) (label 1))
(annotate (row PSEUDOGENE) (column PG1) (label 0))
(annotate (row STRAND) (column PG3) (label -))
(annotate (row STRAND) (column PG2) (label -))
(annotate (row STRAND) (column PG1) (label -)))
(transform (from (REV_PSEUDOGENE*)) (to (REV_PSEUDOGENE)) (prob extend_coding))
(transform (from (REV_PSEUDOGENE*)) (to ()) (prob end_coding))
;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
;; Transformations (NCRNA) ;;
;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
;; state NCRNA
(transform (from (NCRNA)) (to (FWD_NCRNA_PFOLD_S)) (prob 0.5))
(transform (from (NCRNA)) (to (REV_NCRNA_PFOLD_S)) (prob 0.5))
;; state 10: FWD_NCRNA_PFOLD_S = start state for FWD_NCRNA_PFOLD_ subgrammar (fwd)
(transform (from (FWD_NCRNA_PFOLD_S)) (to (FWD_NCRNA_PFOLD_L)) (prob Trans_S2L))
(transform (from (FWD_NCRNA_PFOLD_S)) (to (FWD_NCRNA_PFOLD_B)) (prob Trans_S2B))
;; state 11: REV_NCRNA_PFOLD_S = start state for REV_NCRNA_PFOLD_ subgrammar (rev)
(transform (from (REV_NCRNA_PFOLD_S)) (to (REV_NCRNA_PFOLD_L)) (prob Trans_S2L))
(transform (from (REV_NCRNA_PFOLD_S)) (to (REV_NCRNA_PFOLD_B)) (prob Trans_S2B))
;; state 12: FWD_NCRNA_PFOLD_F = emit state for paired bases (fwd)
(transform (from (FWD_NCRNA_PFOLD_F)) (to (LNUC FWD_NCRNA_PFOLD_F* RNUC))
(annotate (row NCRNA) (column LNUC) (label <))
(annotate (row NCRNA) (column RNUC) (label >))
(annotate (row STRAND) (column LNUC) (label +))
(annotate (row STRAND) (column RNUC) (label +)))
(transform (from (FWD_NCRNA_PFOLD_F*)) (to (FWD_NCRNA_PFOLD_F)) (prob Trans_F2F))
(transform (from (FWD_NCRNA_PFOLD_F*)) (to (FWD_NCRNA_PFOLD_B)) (prob Trans_F2B))
;; state 13: REV_NCRNA_PFOLD_F = emit state for paired bases (rev)
(transform (from (REV_NCRNA_PFOLD_F)) (to (~RNUC REV_NCRNA_PFOLD_F* ~LNUC))
(annotate (row NCRNA) (column RNUC) (label <))
(annotate (row NCRNA) (column LNUC) (label >))
(annotate (row STRAND) (column RNUC) (label -))
(annotate (row STRAND) (column LNUC) (label -)))
(transform (from (REV_NCRNA_PFOLD_F*)) (to (REV_NCRNA_PFOLD_F)) (prob Trans_F2F))
(transform (from (REV_NCRNA_PFOLD_F*)) (to (REV_NCRNA_PFOLD_B)) (prob Trans_F2B))
;; state 14: FWD_NCRNA_PFOLD_L = transition between paired and unpaired sites (fwd)
(transform (from (FWD_NCRNA_PFOLD_L)) (to (FWD_NCRNA_PFOLD_F)) (prob Trans_L2F))
(transform (from (FWD_NCRNA_PFOLD_L)) (to (FWD_NCRNA_PFOLD_U)) (prob Trans_L2U))
;; state 15: REV_NCRNA_PFOLD_L = transition between paired and unpaired sites (rev)
(transform (from (REV_NCRNA_PFOLD_L)) (to (REV_NCRNA_PFOLD_F)) (prob Trans_L2F))
(transform (from (REV_NCRNA_PFOLD_L)) (to (REV_NCRNA_PFOLD_U)) (prob Trans_L2U))
;; state 16: FWD_NCRNA_PFOLD_B = bifurcation (fwd)
(transform (from (FWD_NCRNA_PFOLD_B)) (to (FWD_NCRNA_PFOLD_L FWD_NCRNA_PFOLD_S)))
;; state 17: REV_NCRNA_PFOLD_B = bifurcation (rev)
(transform (from (REV_NCRNA_PFOLD_B)) (to (REV_NCRNA_PFOLD_S REV_NCRNA_PFOLD_L)))
;; state 18: FWD_NCRNA_PFOLD_U = emit state for unpaired bases (fwd)
(transform (from (FWD_NCRNA_PFOLD_U)) (to (FWD_NCRNA_PFOLD_U* NUC))
(annotate (row NCRNA) (column NUC) (label _))
(annotate (row STRAND) (column NUC) (label +)))
(transform (from (FWD_NCRNA_PFOLD_U*)) (to ()) (prob 1))
;; state 19: REV_NCRNA_PFOLD_U = emit state for unpaired bases (rev)
(transform (from (REV_NCRNA_PFOLD_U)) (to (~NUC REV_NCRNA_PFOLD_U*))
(annotate (row NCRNA) (column NUC) (label _))
(annotate (row STRAND) (column NUC) (label -)))
(transform (from (REV_NCRNA_PFOLD_U*)) (to ()) (prob 1))
;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
;; Transformations (TRANSPOSON) ;;
;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;;
;; state TRANSPOSON
(transform (from (TRANSPOSON)) (to (FWD_TRANSPOSON_TIR)) (prob 0.5))
(transform (from (TRANSPOSON)) (to (REV_TRANSPOSON_TIR)) (prob 0.5))
;; state 12: FWD_TRANSPOSON_TIR = emit state for paired bases (fwd)
(transform (from (FWD_TRANSPOSON_TIR)) (to (LTIR FWD_TRANSPOSON_TIR* RTIR))
(annotate (row TRANSPOSON) (column LTIR) (label <))
(annotate (row TRANSPOSON) (column RTIR) (label >))
(annotate (row STRAND) (column LTIR) (label +))
(annotate (row STRAND) (column RTIR) (label +)))
(transform (from (FWD_TRANSPOSON_TIR*)) (to (FWD_TRANSPOSON_TIR)) (prob extend_tir))
(transform (from (FWD_TRANSPOSON_TIR*)) (to (FWD_TRANSPOSON_INNER)) (prob end_tir))
;; state 13: REV_TRANSPOSON_TIR = emit state for paired bases (rev)
(transform (from (REV_TRANSPOSON_TIR)) (to (~RTIR REV_TRANSPOSON_TIR* ~LTIR))
(annotate (row TRANSPOSON) (column RTIR) (label <))
(annotate (row TRANSPOSON) (column LTIR) (label >))
(annotate (row STRAND) (column RTIR) (label -))
(annotate (row STRAND) (column LTIR) (label -)))
(transform (from (REV_TRANSPOSON_TIR*)) (to (REV_TRANSPOSON_TIR)) (prob extend_tir))
(transform (from (REV_TRANSPOSON_TIR*)) (to (REV_TRANSPOSON_INNER)) (prob end_tir))
;; state 18: FWD_TRANSPOSON_INNER = emit state for unpaired bases (fwd)
(transform (from (FWD_TRANSPOSON_INNER)) (to (FWD_TRANSPOSON_INNER* X))
(annotate (row TRANSPOSON) (column X) (label _))
(annotate (row STRAND) (column X) (label +)))
(transform (from (FWD_TRANSPOSON_INNER*)) (to (FWD_TRANSPOSON_INNER)) (prob extend_inner))
(transform (from (FWD_TRANSPOSON_INNER*)) (to (FWD_TRANSPOSON_INSERT_PSEUDOGENE)) (prob transposon_gene))
(transform (from (FWD_TRANSPOSON_INNER*)) (to ()) (prob end_inner))
(transform (from (FWD_TRANSPOSON_INSERT_PSEUDOGENE)) (to (FWD_PSEUDOGENE FWD_TRANSPOSON_INNER)))
;; state 19: REV_TRANSPOSON_INNER = emit state for unpaired bases (rev)
(transform (from (REV_TRANSPOSON_INNER)) (to (~X REV_TRANSPOSON_INNER*))
(annotate (row TRANSPOSON) (column X) (label _))
(annotate (row STRAND) (column X) (label -)))
(transform (from (REV_TRANSPOSON_INNER*)) (to (REV_TRANSPOSON_INNER)) (prob extend_inner))
(transform (from (REV_TRANSPOSON_INNER*)) (to (REV_TRANSPOSON_INSERT_PSEUDOGENE)) (prob transposon_gene))
(transform (from (REV_TRANSPOSON_INNER*)) (to ()) (prob end_inner))
(transform (from (REV_TRANSPOSON_INSERT_PSEUDOGENE)) (to (REV_PSEUDOGENE REV_TRANSPOSON_INNER)))
;; parameters
;;;;;;;;;;;;;
;; NEUTRAL ;;
;;;;;;;;;;;;;
;; Gapsub neutral model
;; Taken from caf1screen/training/null_nuc_symmetric_gapsub_trained.eg.
;; NB: Some parameters renamed for consistency:
;; (X_g2gap_c2gap 0.929805) -> (X_c2gap_g2gap 0.929805)
;; (X_gap2g_gap2c 0.197373) -> (X_gap2c_gap2g 0.197373)
;; constant probability parameters
(const-pgroup
((X_at 0.0947323)
(X_gc 0.0828704)
(X_gap 0.82302))
) ;; end pgroup
;; constant rate parameters
(const-rate
(X_a2c_t2g 0.125521)
(X_a2g_t2c 0.302289)
(X_a2t_t2a 0.168872)
(X_c2a_g2t 0.204476)
(X_c2g_g2c 0.186986)
(X_c2t_g2a 0.483303)
(X_a2gap_t2gap 0.971307)
(X_c2gap_g2gap 0.929805)
(X_gap2a_gap2t 0.311866)
(X_gap2c_gap2g 0.197373)
) ;; end rate
;;;;;;;;;;;;;;;
;; CONSERVED ;;
;;;;;;;;;;;;;;;
;; Ungapped neutral model
;; Taken from caf1screen/training/null_nuc_symmetric_trained.eg.
;; constant probability parameters
(const-pgroup
((CONS_at 0.595016)
(CONS_gc 0.405283))
) ;; end pgroup
;; constant rate parameters
(const-rate
(CONS_a2c_t2g 0.176654)
(CONS_a2g_t2c 0.352086)
(CONS_a2t_t2a 0.247414)
(CONS_c2a_g2t 0.265908)
(CONS_c2g_g2c 0.2111)
(CONS_c2t_g2a 0.529976)
) ;; end rate
;;;;;;;;;;;;
;; CODING ;;
;;;;;;;;;;;;
;; constant probability parameters
(const-pgroup
((COD1_COD2_COD3_aaa 0.0310987)
(COD1_COD2_COD3_aac 0.0203335)
(COD1_COD2_COD3_aag 0.0267003)
(COD1_COD2_COD3_aat 0.0222817)
(COD1_COD2_COD3_aca 0.0131208)
(COD1_COD2_COD3_acc 0.0178863)
(COD1_COD2_COD3_acg 0.010687)
(COD1_COD2_COD3_act 0.0126563)
(COD1_COD2_COD3_aga 0.00975258)
(COD1_COD2_COD3_agc 0.0137065)
(COD1_COD2_COD3_agg 0.00679175)
(COD1_COD2_COD3_agt 0.0103158)
(COD1_COD2_COD3_ata 0.0128152)
(COD1_COD2_COD3_atc 0.0237653)
(COD1_COD2_COD3_atg 0.0211823)
(COD1_COD2_COD3_att 0.0247745)
(COD1_COD2_COD3_caa 0.0171696)
(COD1_COD2_COD3_cac 0.0110409)
(COD1_COD2_COD3_cag 0.020732)
(COD1_COD2_COD3_cat 0.0106722)
(COD1_COD2_COD3_cca 0.0111718)
(COD1_COD2_COD3_ccc 0.0104092)
(COD1_COD2_COD3_ccg 0.0121998)
(COD1_COD2_COD3_cct 0.0104308)
(COD1_COD2_COD3_cga 0.00480916)
(COD1_COD2_COD3_cgc 0.014609)
(COD1_COD2_COD3_cgg 0.00816122)
(COD1_COD2_COD3_cgt 0.008496)
(COD1_COD2_COD3_cta 0.0073604)
(COD1_COD2_COD3_ctc 0.0168046)
(COD1_COD2_COD3_ctg 0.0284979)
(COD1_COD2_COD3_ctt 0.0151767)
(COD1_COD2_COD3_gaa 0.0345301)
(COD1_COD2_COD3_gac 0.0252951)
(COD1_COD2_COD3_gag 0.0306069)
(COD1_COD2_COD3_gat 0.0285968)
(COD1_COD2_COD3_gca 0.0165274)
(COD1_COD2_COD3_gcc 0.0268302)
(COD1_COD2_COD3_gcg 0.0183002)
(COD1_COD2_COD3_gct 0.0189193)
(COD1_COD2_COD3_gga 0.0163905)
(COD1_COD2_COD3_ggc 0.0236667)
(COD1_COD2_COD3_ggg 0.0102233)
(COD1_COD2_COD3_ggt 0.0168863)
(COD1_COD2_COD3_gta 0.0109267)
(COD1_COD2_COD3_gtc 0.0184274)
(COD1_COD2_COD3_gtg 0.0226397)
(COD1_COD2_COD3_gtt 0.0190245)
(COD1_COD2_COD3_taa 0)
(COD1_COD2_COD3_tac 0.0167001)
(COD1_COD2_COD3_tag 0)
(COD1_COD2_COD3_tat 0.0172412)
(COD1_COD2_COD3_tca 0.0103732)
(COD1_COD2_COD3_tcc 0.0107613)
(COD1_COD2_COD3_tcg 0.00872276)
(COD1_COD2_COD3_tct 0.0118006)
(COD1_COD2_COD3_tga 0)
(COD1_COD2_COD3_tgc 0.00741674)
(COD1_COD2_COD3_tgg 0.0127443)
(COD1_COD2_COD3_tgt 0.00644323)
(COD1_COD2_COD3_tta 0.0161985)
(COD1_COD2_COD3_ttc 0.0213592)
(COD1_COD2_COD3_ttg 0.0157228)
(COD1_COD2_COD3_ttt 0.0214185))
) ;; end const-pgroup
;; constant rate parameters
(const-rate
(COD1_COD2_COD3_aaa2aac 0.00841396)
(COD1_COD2_COD3_aaa2aag 0.345319)
(COD1_COD2_COD3_aaa2aat 0.0462309)
(COD1_COD2_COD3_aaa2aca 0.019998)
(COD1_COD2_COD3_aaa2acc 0.00160079)
(COD1_COD2_COD3_aaa2acg 0.00213285)
(COD1_COD2_COD3_aaa2act 0.0111177)
(COD1_COD2_COD3_aaa2aga 0.0566806)
(COD1_COD2_COD3_aaa2agc 0.00458139)
(COD1_COD2_COD3_aaa2agg 0.0126826)
(COD1_COD2_COD3_aaa2agt 0.0133409)
(COD1_COD2_COD3_aaa2ata 0.0085551)
(COD1_COD2_COD3_aaa2atc 0.000547065)
(COD1_COD2_COD3_aaa2atg 0.00583521)
(COD1_COD2_COD3_aaa2att 0.00548611)
(COD1_COD2_COD3_aaa2caa 0.0552455)
(COD1_COD2_COD3_aaa2cac 0.00158533)
(COD1_COD2_COD3_aaa2cag 0.00591667)
(COD1_COD2_COD3_aaa2cat 0.00959834)
(COD1_COD2_COD3_aaa2cca 0.0116462)
(COD1_COD2_COD3_aaa2ccc 0.000128673)
(COD1_COD2_COD3_aaa2ccg 4.6997e-06)
(COD1_COD2_COD3_aaa2cct 0.00257895)
(COD1_COD2_COD3_aaa2cga 0.0147514)
(COD1_COD2_COD3_aaa2cgc 0.00432825)
(COD1_COD2_COD3_aaa2cgg 9.04199e-05)
(COD1_COD2_COD3_aaa2cgt 0.0150301)
(COD1_COD2_COD3_aaa2cta 0.00319272)
(COD1_COD2_COD3_aaa2ctc 3.61912e-05)
(COD1_COD2_COD3_aaa2ctg 8.47079e-07)
(COD1_COD2_COD3_aaa2ctt 0.000924525)
(COD1_COD2_COD3_aaa2gaa 0.0780207)
(COD1_COD2_COD3_aaa2gac 0.00134517)
(COD1_COD2_COD3_aaa2gag 0.00487629)
(COD1_COD2_COD3_aaa2gat 0.017301)
(COD1_COD2_COD3_aaa2gca 0.0152611)
(COD1_COD2_COD3_aaa2gcc 0.000147295)
(COD1_COD2_COD3_aaa2gcg 8.66722e-06)
(COD1_COD2_COD3_aaa2gct 0.0040891)
(COD1_COD2_COD3_aaa2gga 0.0117028)
(COD1_COD2_COD3_aaa2ggc 6.80993e-05)
(COD1_COD2_COD3_aaa2ggg 1.19552e-05)
(COD1_COD2_COD3_aaa2ggt 0.000822897)
(COD1_COD2_COD3_aaa2gta 0.00773705)
(COD1_COD2_COD3_aaa2gtc 3.56683e-05)
(COD1_COD2_COD3_aaa2gtg 4.45853e-06)
(COD1_COD2_COD3_aaa2gtt 0.00383382)
(COD1_COD2_COD3_aaa2taa 0)
(COD1_COD2_COD3_aaa2tac 0.00071687)
(COD1_COD2_COD3_aaa2tag 0)
(COD1_COD2_COD3_aaa2tat 0.00805444)
(COD1_COD2_COD3_aaa2tca 0.0155171)
(COD1_COD2_COD3_aaa2tcc 0.000224967)
(COD1_COD2_COD3_aaa2tcg 4.07435e-06)
(COD1_COD2_COD3_aaa2tct 0.00402443)
(COD1_COD2_COD3_aaa2tga 0)
(COD1_COD2_COD3_aaa2tgc 3.15281e-05)
(COD1_COD2_COD3_aaa2tgg 0.000649672)
(COD1_COD2_COD3_aaa2tgt 0.000641172)
(COD1_COD2_COD3_aaa2tta 0.00992305)
(COD1_COD2_COD3_aaa2ttc 0.000128406)
(COD1_COD2_COD3_aaa2ttg 7.84428e-05)
(COD1_COD2_COD3_aaa2ttt 0.00317506)
(COD1_COD2_COD3_aac2aaa 0.0128775)
(COD1_COD2_COD3_aac2aag 0.0277379)
(COD1_COD2_COD3_aac2aat 0.392836)
(COD1_COD2_COD3_aac2aca 0.00341003)
(COD1_COD2_COD3_aac2acc 0.0240803)
(COD1_COD2_COD3_aac2acg 0.00878343)
(COD1_COD2_COD3_aac2act 0.00374972)
(COD1_COD2_COD3_aac2aga 0.0026699)
(COD1_COD2_COD3_aac2agc 0.0565629)
(COD1_COD2_COD3_aac2agg 0.00407778)
(COD1_COD2_COD3_aac2agt 0.00604937)
(COD1_COD2_COD3_aac2ata 0.000267162)
(COD1_COD2_COD3_aac2atc 0.00417213)
(COD1_COD2_COD3_aac2atg 0.00464212)
(COD1_COD2_COD3_aac2att 0.000629284)
(COD1_COD2_COD3_aac2caa 0.00648355)
(COD1_COD2_COD3_aac2cac 0.024332)
(COD1_COD2_COD3_aac2cag 0.0204324)
(COD1_COD2_COD3_aac2cat 0.00492043)
(COD1_COD2_COD3_aac2cca 0.000828047)
(COD1_COD2_COD3_aac2ccc 0.00553961)
(COD1_COD2_COD3_aac2ccg 0.00116456)
(COD1_COD2_COD3_aac2cct 9.61688e-06)
(COD1_COD2_COD3_aac2cga 7.96481e-05)
(COD1_COD2_COD3_aac2cgc 0.0126125)
(COD1_COD2_COD3_aac2cgg 0.000531737)
(COD1_COD2_COD3_aac2cgt 2.68262e-05)
(COD1_COD2_COD3_aac2cta 0.000107082)
(COD1_COD2_COD3_aac2ctc 0.0031575)
(COD1_COD2_COD3_aac2ctg 0.000995011)
(COD1_COD2_COD3_aac2ctt 5.08966e-06)
(COD1_COD2_COD3_aac2gaa 0.00668434)
(COD1_COD2_COD3_aac2gac 0.0690603)
(COD1_COD2_COD3_aac2gag 0.0114144)
(COD1_COD2_COD3_aac2gat 0.0106279)
(COD1_COD2_COD3_aac2gca 0.000684814)
(COD1_COD2_COD3_aac2gcc 0.0151872)
(COD1_COD2_COD3_aac2gcg 0.00125335)
(COD1_COD2_COD3_aac2gct 2.48052e-05)
(COD1_COD2_COD3_aac2gga 0.00459729)
(COD1_COD2_COD3_aac2ggc 0.0262962)
(COD1_COD2_COD3_aac2ggg 0.00300587)
(COD1_COD2_COD3_aac2ggt 9.95651e-05)
(COD1_COD2_COD3_aac2gta 2.58406e-05)
(COD1_COD2_COD3_aac2gtc 0.00396902)
(COD1_COD2_COD3_aac2gtg 0.000307101)
(COD1_COD2_COD3_aac2gtt 5.7024e-06)
(COD1_COD2_COD3_aac2taa 0)
(COD1_COD2_COD3_aac2tac 0.00814991)
(COD1_COD2_COD3_aac2tag 0)
(COD1_COD2_COD3_aac2tat 0.000803731)
(COD1_COD2_COD3_aac2tca 0.00194772)
(COD1_COD2_COD3_aac2tcc 0.0120402)
(COD1_COD2_COD3_aac2tcg 0.00633254)
(COD1_COD2_COD3_aac2tct 3.98793e-05)
(COD1_COD2_COD3_aac2tga 0)
(COD1_COD2_COD3_aac2tgc 0.0024146)
(COD1_COD2_COD3_aac2tgg 0.000686715)
(COD1_COD2_COD3_aac2tgt 5.6161e-06)
(COD1_COD2_COD3_aac2tta 4.56825e-05)
(COD1_COD2_COD3_aac2ttc 0.00306691)
(COD1_COD2_COD3_aac2ttg 0.000954478)
(COD1_COD2_COD3_aac2ttt 1.69064e-06)
(COD1_COD2_COD3_aag2aaa 0.402204)
(COD1_COD2_COD3_aag2aac 0.021109)
(COD1_COD2_COD3_aag2aat 0.0116947)
(COD1_COD2_COD3_aag2aca 0.00336308)
(COD1_COD2_COD3_aag2acc 0.0111486)
(COD1_COD2_COD3_aag2acg 0.0122337)
(COD1_COD2_COD3_aag2act 0.00368531)
(COD1_COD2_COD3_aag2aga 0.0116785)
(COD1_COD2_COD3_aag2agc 0.0127267)
(COD1_COD2_COD3_aag2agg 0.0496866)
(COD1_COD2_COD3_aag2agt 0.00401329)
(COD1_COD2_COD3_aag2ata 0.000721857)
(COD1_COD2_COD3_aag2atc 0.00276789)
(COD1_COD2_COD3_aag2atg 0.0105399)
(COD1_COD2_COD3_aag2att 0.00102654)
(COD1_COD2_COD3_aag2caa 0.00792156)
(COD1_COD2_COD3_aag2cac 0.00631063)
(COD1_COD2_COD3_aag2cag 0.047399)
(COD1_COD2_COD3_aag2cat 0.00346483)
(COD1_COD2_COD3_aag2cca 0.000134045)
(COD1_COD2_COD3_aag2ccc 0.00316188)
(COD1_COD2_COD3_aag2ccg 0.00685323)
(COD1_COD2_COD3_aag2cct 0.00230183)
(COD1_COD2_COD3_aag2cga 0.000165716)
(COD1_COD2_COD3_aag2cgc 0.0397473)
(COD1_COD2_COD3_aag2cgg 0.0312717)
(COD1_COD2_COD3_aag2cgt 0.00476272)
(COD1_COD2_COD3_aag2cta 5.20021e-06)
(COD1_COD2_COD3_aag2ctc 0.000376255)
(COD1_COD2_COD3_aag2ctg 0.00379154)
(COD1_COD2_COD3_aag2ctt 0.000597406)
(COD1_COD2_COD3_aag2gaa 0.0106648)
(COD1_COD2_COD3_aag2gac 0.0107912)
(COD1_COD2_COD3_aag2gag 0.0478944)
(COD1_COD2_COD3_aag2gat 0.00538066)
(COD1_COD2_COD3_aag2gca 7.21821e-05)
(COD1_COD2_COD3_aag2gcc 0.0100337)
(COD1_COD2_COD3_aag2gcg 0.0138882)
(COD1_COD2_COD3_aag2gct 0.00508337)
(COD1_COD2_COD3_aag2gga 2.91529e-05)
(COD1_COD2_COD3_aag2ggc 0.00417213)
(COD1_COD2_COD3_aag2ggg 0.00760941)
(COD1_COD2_COD3_aag2ggt 0.000365713)
(COD1_COD2_COD3_aag2gta 5.86678e-06)
(COD1_COD2_COD3_aag2gtc 0.00103439)
(COD1_COD2_COD3_aag2gtg 0.00706057)
(COD1_COD2_COD3_aag2gtt 0.00137248)
(COD1_COD2_COD3_aag2taa 0)
(COD1_COD2_COD3_aag2tac 0.00235346)
(COD1_COD2_COD3_aag2tag 0)
(COD1_COD2_COD3_aag2tat 0.00125683)
(COD1_COD2_COD3_aag2tca 4.61279e-05)
(COD1_COD2_COD3_aag2tcc 0.00270904)
(COD1_COD2_COD3_aag2tcg 0.00670754)
(COD1_COD2_COD3_aag2tct 0.00184649)
(COD1_COD2_COD3_aag2tga 0)
(COD1_COD2_COD3_aag2tgc 0.000258419)
(COD1_COD2_COD3_aag2tgg 0.00134144)
(COD1_COD2_COD3_aag2tgt 7.416e-05)
(COD1_COD2_COD3_aag2tta 7.06406e-07)
(COD1_COD2_COD3_aag2ttc 0.000931601)
(COD1_COD2_COD3_aag2ttg 0.00524806)
(COD1_COD2_COD3_aag2ttt 0.000280638)
(COD1_COD2_COD3_aat2aaa 0.0645249)
(COD1_COD2_COD3_aat2aac 0.358489)
(COD1_COD2_COD3_aat2aag 0.0140139)
(COD1_COD2_COD3_aat2aca 0.0163224)
(COD1_COD2_COD3_aat2acc 0.00120814)
(COD1_COD2_COD3_aat2acg 0.00239792)
(COD1_COD2_COD3_aat2act 0.0260423)
(COD1_COD2_COD3_aat2aga 0.00913107)
(COD1_COD2_COD3_aat2agc 0.00882615)
(COD1_COD2_COD3_aat2agg 0.0030861)
(COD1_COD2_COD3_aat2agt 0.0512608)
(COD1_COD2_COD3_aat2ata 0.00328475)
(COD1_COD2_COD3_aat2atc 0.000341459)
(COD1_COD2_COD3_aat2atg 0.00442533)
(COD1_COD2_COD3_aat2att 0.00592898)
(COD1_COD2_COD3_aat2caa 0.0302274)
(COD1_COD2_COD3_aat2cac 0.00208318)
(COD1_COD2_COD3_aat2cag 0.00428943)
(COD1_COD2_COD3_aat2cat 0.0287359)
(COD1_COD2_COD3_aat2cca 0.0010731)
(COD1_COD2_COD3_aat2ccc 1.59501e-06)
(COD1_COD2_COD3_aat2ccg 3.30269e-05)
(COD1_COD2_COD3_aat2cct 0.00821229)
(COD1_COD2_COD3_aat2cga 4.80868e-05)
(COD1_COD2_COD3_aat2cgc 8.51789e-07)
(COD1_COD2_COD3_aat2cgg 7.86566e-06)
(COD1_COD2_COD3_aat2cgt 0.0057949)
(COD1_COD2_COD3_aat2cta 0.000144464)
(COD1_COD2_COD3_aat2ctc 2.03284e-07)
(COD1_COD2_COD3_aat2ctg 4.01825e-06)
(COD1_COD2_COD3_aat2ctt 0.00393615)
(COD1_COD2_COD3_aat2gaa 0.0337025)
(COD1_COD2_COD3_aat2gac 0.00422451)
(COD1_COD2_COD3_aat2gag 0.00457821)
(COD1_COD2_COD3_aat2gat 0.10097)
(COD1_COD2_COD3_aat2gca 0.00139841)
(COD1_COD2_COD3_aat2gcc 1.4256e-06)
(COD1_COD2_COD3_aat2gcg 6.88111e-05)
(COD1_COD2_COD3_aat2gct 0.012166)
(COD1_COD2_COD3_aat2gga 0.014916)
(COD1_COD2_COD3_aat2ggc 2.64019e-05)
(COD1_COD2_COD3_aat2ggg 0.00199416)
(COD1_COD2_COD3_aat2ggt 0.022328)
(COD1_COD2_COD3_aat2gta 9.65075e-05)
(COD1_COD2_COD3_aat2gtc 3.97925e-07)
(COD1_COD2_COD3_aat2gtg 1.46474e-05)
(COD1_COD2_COD3_aat2gtt 0.00606196)
(COD1_COD2_COD3_aat2taa 0)
(COD1_COD2_COD3_aat2tac 0.000713895)
(COD1_COD2_COD3_aat2tag 0)
(COD1_COD2_COD3_aat2tat 0.0128954)
(COD1_COD2_COD3_aat2tca 0.00904289)
(COD1_COD2_COD3_aat2tcc 9.85304e-06)
(COD1_COD2_COD3_aat2tcg 0.00035522)
(COD1_COD2_COD3_aat2tct 0.0209196)
(COD1_COD2_COD3_aat2tga 0)
(COD1_COD2_COD3_aat2tgc 1.33475e-06)
(COD1_COD2_COD3_aat2tgg 0.000953817)
(COD1_COD2_COD3_aat2tgt 0.00231945)
(COD1_COD2_COD3_aat2tta 0.00440086)
(COD1_COD2_COD3_aat2ttc 2.43272e-06)
(COD1_COD2_COD3_aat2ttg 0.00122415)
(COD1_COD2_COD3_aat2ttt 0.00564426)
(COD1_COD2_COD3_aca2aaa 0.0473661)
(COD1_COD2_COD3_aca2aac 0.00528456)
(COD1_COD2_COD3_aca2aag 0.00684374)
(COD1_COD2_COD3_aca2aat 0.0277186)
(COD1_COD2_COD3_aca2acc 0.149789)
(COD1_COD2_COD3_aca2acg 0.207906)
(COD1_COD2_COD3_aca2act 0.40416)
(COD1_COD2_COD3_aca2aga 0.012833)
(COD1_COD2_COD3_aca2agc 0.00604518)
(COD1_COD2_COD3_aca2agg 0.00347686)
(COD1_COD2_COD3_aca2agt 0.024723)
(COD1_COD2_COD3_aca2ata 0.028976)
(COD1_COD2_COD3_aca2atc 0.00116214)
(COD1_COD2_COD3_aca2atg 0.0180858)
(COD1_COD2_COD3_aca2att 0.00732985)
(COD1_COD2_COD3_aca2caa 0.0285177)
(COD1_COD2_COD3_aca2cac 0.000241615)
(COD1_COD2_COD3_aca2cag 2.65303e-05)
(COD1_COD2_COD3_aca2cat 0.000879518)
(COD1_COD2_COD3_aca2cca 0.011367)
(COD1_COD2_COD3_aca2ccc 0.000272964)
(COD1_COD2_COD3_aca2ccg 0.00018311)
(COD1_COD2_COD3_aca2cct 0.0038418)
(COD1_COD2_COD3_aca2cga 0.00173482)
(COD1_COD2_COD3_aca2cgc 6.11107e-08)
(COD1_COD2_COD3_aca2cgg 2.19086e-07)
(COD1_COD2_COD3_aca2cgt 5.00222e-06)
(COD1_COD2_COD3_aca2cta 0.00695372)