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All transcripts/genes ineligible? #64

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brettvanderwerff opened this issue Feb 13, 2019 · 7 comments
Closed

All transcripts/genes ineligible? #64

brettvanderwerff opened this issue Feb 13, 2019 · 7 comments
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question User query about usage.

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@brettvanderwerff
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brettvanderwerff commented Feb 13, 2019

Hi,

I am having some issues, but would like to try and give as much information as possible about my workflow.

I am doing pseudo alignment with kallisto. I get the transcriptome from GENCODE by following the "transcript sequences" (CHR regions) link under fasta files heading in https://www.gencodegenes.org/human/:

ftp://ftp.ebi.ac.uk/pub/databases/gencode/Gencode_human/release_29/gencode.v29.transcripts.fa.gz

I build the rna index for kallisto like so:

./kallisto/kallisto index -i ./transcriptome/rna_index_gencode ./transcriptome/gencode.v29.transcripts.fa.gz

I then run kallisto to do pseudo alignment on paired end fastq files similar to the code shown below:

../kallisto/kallisto quant \
	 -i ../transcriptome/rna_index_gencode \
	 -o ../test/$my_output_file_name \
	 -b 100 \
	 -t 12 \
	 $read_one_path \
	 $read_two_path \

The files are actually a subset from this dataset: https://www.ebi.ac.uk/ena/data/view/PRJNA347513

I then run a little script with RATS to try things out. I use an annotation file from GENCODE by following the "Comprehensive gene annotation" (CHR regions) link under GTF/GFF3 heading in https://www.gencodegenes.org/human/:

ftp://ftp.ebi.ac.uk/pub/databases/gencode/Gencode_human/release_29/gencode.v29.annotation.gtf.gz

and run the script:

library(rats)

myannot <- annot2ids("/media/brett/TOSHIBA EXT/transcriptome/gencode.v29.annotation.gtf.gz")

samples_A <- c("/media/brett/TOSHIBA EXT/test/SRR4407798/",
               "/media/brett/TOSHIBA EXT/test/SRR4407799/",
               "/media/brett/TOSHIBA EXT/test/SRR4407800/")

samples_B <- c("/media/brett/TOSHIBA EXT/test/SRR4407829/",
               "/media/brett/TOSHIBA EXT/test/SRR4407830/",
               "/media/brett/TOSHIBA EXT/test/SRR4407834/")


mydata <- fish4rodents(A_paths= samples_A, B_paths= samples_B, 
                       annot= myannot, scaleto=100000000)

mydtu <- call_DTU(annot= myannot, boot_data_A= mydata$boot_data_A, 
                  boot_data_B= mydata$boot_data_B, verbose= TRUE, 
                  scaling=c(18,19,16,18,18,23), threads=1)

The strange thing is that after running print( dtu_summary(mydtu) ) this I get:

> print( dtu_summary(mydtu) )
                          category  tally
1            DTU genes (gene test)      0
2        non-DTU genes (gene test)      0
3     ineligible genes (gene test)  58721
4         DTU genes (transc. test)      0
5     non-DTU genes (transc. test)      0
6  ineligible genes (transc. test)  58721
7           DTU genes (both tests)      0
8       non-DTU genes (both tests)      0
9    ineligible genes (both tests)  58721
10                 DTU transcripts      0
11             non-DTU transcripts      0
12          ineligible transcripts 206694

It seems strange that all of the transc/genes are ineligible. I'm not sure if this is a bug or just a negative result with my data.

this is what myannot looks like:

> myannot
                target_id         parent_id
     1: ENST00000456328.2 ENSG00000223972.5
     2: ENST00000450305.2 ENSG00000223972.5
     3: ENST00000488147.1 ENSG00000227232.5
     4: ENST00000619216.1 ENSG00000278267.1
     5: ENST00000473358.1 ENSG00000243485.5
    ---                                    
206690: ENST00000361681.2 ENSG00000198695.2
206691: ENST00000387459.1 ENSG00000210194.1
206692: ENST00000361789.2 ENSG00000198727.2
206693: ENST00000387460.2 ENSG00000210195.2
206694: ENST00000387461.2 ENSG00000210196.2

this is what mydtu looks like:

> mydtu
$Parameters
$Parameters$description
[1] NA

$Parameters$time
[1] "Wed Feb 13 15:39:43 2019"

$Parameters$rats_version
[1] ‘0.6.4’

$Parameters$R_version
$Parameters$R_version$platform
[1] "x86_64-pc-linux-gnu"

$Parameters$R_version$version.string
[1] "R version 3.5.2 (2018-12-20)"


$Parameters$var_name
[1] "condition"

$Parameters$cond_A
[1] "Condition-A"

$Parameters$cond_B
[1] "Condition-B"

$Parameters$data_type
[1] "bootstrapped abundance estimates"

$Parameters$num_replic_A
[1] 3

$Parameters$num_replic_B
[1] 3

$Parameters$num_genes
[1] 58721

$Parameters$num_transc
[1] 206694

$Parameters$tests
[1] "both"

$Parameters$p_thresh
[1] 0.05

$Parameters$abund_thresh
[1] 5

$Parameters$dprop_thresh
[1] 0.2

$Parameters$correction
[1] "BH"

$Parameters$abund_scaling
[1] 18 19 16 18 18 23

$Parameters$quant_boot
[1] TRUE

$Parameters$quant_reprod_thresh
[1] 0.95

$Parameters$quant_bootnum
[1] 100

$Parameters$rep_boot
[1] TRUE

$Parameters$rep_reprod_thresh
[1] 0.85

$Parameters$rep_bootnum
[1] 9

$Parameters$seed
[1] NA

$Parameters$reckless
[1] FALSE


$Genes
                parent_id  elig   sig elig_fx quant_reprod rep_reprod   DTU transc_DTU known_transc detect_transc elig_transc maxDprop pval pval_corr quant_p_median quant_p_min
    1: ENSG00000000003.14 FALSE FALSE   FALSE        FALSE      FALSE FALSE      FALSE            5             0           0       NA   NA        NA             NA          NA
    2:  ENSG00000000005.5 FALSE FALSE   FALSE        FALSE      FALSE FALSE      FALSE            2             0           0       NA   NA        NA             NA          NA
    3: ENSG00000000419.12 FALSE FALSE   FALSE        FALSE      FALSE FALSE      FALSE            6             0           0       NA   NA        NA             NA          NA
    4: ENSG00000000457.13 FALSE FALSE   FALSE        FALSE      FALSE FALSE      FALSE            5             0           0       NA   NA        NA             NA          NA
    5: ENSG00000000460.16 FALSE FALSE   FALSE        FALSE      FALSE FALSE      FALSE            9             0           0       NA   NA        NA             NA          NA
   ---                                                                                                                                                                          
58717:  ENSG00000285990.1 FALSE FALSE   FALSE        FALSE      FALSE FALSE      FALSE            1             0           0       NA   NA        NA             NA          NA
58718:  ENSG00000285991.1 FALSE FALSE   FALSE        FALSE      FALSE FALSE      FALSE            1             0           0       NA   NA        NA             NA          NA
58719:  ENSG00000285992.1 FALSE FALSE   FALSE        FALSE      FALSE FALSE      FALSE            1             0           0       NA   NA        NA             NA          NA
58720:  ENSG00000285993.1 FALSE FALSE   FALSE        FALSE      FALSE FALSE      FALSE            1             0           0       NA   NA        NA             NA          NA
58721:  ENSG00000285994.1 FALSE FALSE   FALSE        FALSE      FALSE FALSE      FALSE            1             0           0       NA   NA        NA             NA          NA
       quant_p_max quant_na_freq quant_dtu_freq rep_p_median rep_p_min rep_p_max rep_na_freq rep_dtu_freq
    1:          NA            NA             NA           NA        NA        NA          NA           NA
    2:          NA            NA             NA           NA        NA        NA          NA           NA
    3:          NA            NA             NA           NA        NA        NA          NA           NA
    4:          NA            NA             NA           NA        NA        NA          NA           NA
    5:          NA            NA             NA           NA        NA        NA          NA           NA
   ---                                                                                                   
58717:          NA            NA             NA           NA        NA        NA          NA           NA
58718:          NA            NA             NA           NA        NA        NA          NA           NA
58719:          NA            NA             NA           NA        NA        NA          NA           NA
58720:          NA            NA             NA           NA        NA        NA          NA           NA
58721:          NA            NA             NA           NA        NA        NA          NA           NA

$Transcripts
                target_id          parent_id elig_xp  elig   sig elig_fx quant_reprod rep_reprod   DTU gene_DTU meanA meanB stdevA stdevB sumA sumB log2FC totalA totalB propA propB
     1: ENST00000373020.8 ENSG00000000003.14   FALSE FALSE FALSE   FALSE        FALSE      FALSE FALSE    FALSE     0     0     NA     NA    0    0    NaN      0      0     0     0
     2: ENST00000494424.1 ENSG00000000003.14   FALSE FALSE FALSE   FALSE        FALSE      FALSE FALSE    FALSE     0     0     NA     NA    0    0    NaN      0      0     0     0
     3: ENST00000496771.5 ENSG00000000003.14   FALSE FALSE FALSE   FALSE        FALSE      FALSE FALSE    FALSE     0     0     NA     NA    0    0    NaN      0      0     0     0
     4: ENST00000612152.4 ENSG00000000003.14   FALSE FALSE FALSE   FALSE        FALSE      FALSE FALSE    FALSE     0     0     NA     NA    0    0    NaN      0      0     0     0
     5: ENST00000614008.4 ENSG00000000003.14   FALSE FALSE FALSE   FALSE        FALSE      FALSE FALSE    FALSE     0     0     NA     NA    0    0    NaN      0      0     0     0
    ---                                                                                                                                                                             
206690: ENST00000649331.1  ENSG00000285990.1   FALSE FALSE FALSE   FALSE        FALSE      FALSE FALSE    FALSE     0     0     NA     NA    0    0    NaN      0      0     0     0
206691: ENST00000647612.1  ENSG00000285991.1   FALSE FALSE FALSE   FALSE        FALSE      FALSE FALSE    FALSE     0     0     NA     NA    0    0    NaN      0      0     0     0
206692: ENST00000648949.1  ENSG00000285992.1   FALSE FALSE FALSE   FALSE        FALSE      FALSE FALSE    FALSE     0     0     NA     NA    0    0    NaN      0      0     0     0
206693: ENST00000650266.1  ENSG00000285993.1   FALSE FALSE FALSE   FALSE        FALSE      FALSE FALSE    FALSE     0     0     NA     NA    0    0    NaN      0      0     0     0
206694: ENST00000648650.1  ENSG00000285994.1   FALSE FALSE FALSE   FALSE        FALSE      FALSE FALSE    FALSE     0     0     NA     NA    0    0    NaN      0      0     0     0
        Dprop pval pval_corr quant_p_median quant_p_min quant_p_max quant_Dprop_mean quant_Dprop_stdev quant_Dprop_min quant_Dprop_max quant_na_freq quant_dtu_freq rep_p_median
     1:    NA   NA        NA             NA          NA          NA               NA                NA              NA              NA            NA             NA           NA
     2:    NA   NA        NA             NA          NA          NA               NA                NA              NA              NA            NA             NA           NA
     3:    NA   NA        NA             NA          NA          NA               NA                NA              NA              NA            NA             NA           NA
     4:    NA   NA        NA             NA          NA          NA               NA                NA              NA              NA            NA             NA           NA
     5:    NA   NA        NA             NA          NA          NA               NA                NA              NA              NA            NA             NA           NA
    ---                                                                                                                                                                         
206690:    NA   NA        NA             NA          NA          NA               NA                NA              NA              NA            NA             NA           NA
206691:    NA   NA        NA             NA          NA          NA               NA                NA              NA              NA            NA             NA           NA
206692:    NA   NA        NA             NA          NA          NA               NA                NA              NA              NA            NA             NA           NA
206693:    NA   NA        NA             NA          NA          NA               NA                NA              NA              NA            NA             NA           NA
206694:    NA   NA        NA             NA          NA          NA               NA                NA              NA              NA            NA             NA           NA
        rep_p_min rep_p_max rep_Dprop_mean rep_Dprop_stdev rep_Dprop_min rep_Dprop_max rep_na_freq rep_dtu_freq
     1:        NA        NA             NA              NA            NA            NA          NA           NA
     2:        NA        NA             NA              NA            NA            NA          NA           NA
     3:        NA        NA             NA              NA            NA            NA          NA           NA
     4:        NA        NA             NA              NA            NA            NA          NA           NA
     5:        NA        NA             NA              NA            NA            NA          NA           NA
    ---                                                                                                        
206690:        NA        NA             NA              NA            NA            NA          NA           NA
206691:        NA        NA             NA              NA            NA            NA          NA           NA
206692:        NA        NA             NA              NA            NA            NA          NA           NA
206693:        NA        NA             NA              NA            NA            NA          NA           NA
206694:        NA        NA             NA              NA            NA            NA          NA           NA

$Abundances
$Abundances$condA
        V1 V2 V3         target_id          parent_id
     1:  0  0  0 ENST00000373020.8 ENSG00000000003.14
     2:  0  0  0 ENST00000494424.1 ENSG00000000003.14
     3:  0  0  0 ENST00000496771.5 ENSG00000000003.14
     4:  0  0  0 ENST00000612152.4 ENSG00000000003.14
     5:  0  0  0 ENST00000614008.4 ENSG00000000003.14
    ---                                              
206690:  0  0  0 ENST00000649331.1  ENSG00000285990.1
206691:  0  0  0 ENST00000647612.1  ENSG00000285991.1
206692:  0  0  0 ENST00000648949.1  ENSG00000285992.1
206693:  0  0  0 ENST00000650266.1  ENSG00000285993.1
206694:  0  0  0 ENST00000648650.1  ENSG00000285994.1

$Abundances$condB
        V1 V2 V3         target_id          parent_id
     1:  0  0  0 ENST00000373020.8 ENSG00000000003.14
     2:  0  0  0 ENST00000494424.1 ENSG00000000003.14
     3:  0  0  0 ENST00000496771.5 ENSG00000000003.14
     4:  0  0  0 ENST00000612152.4 ENSG00000000003.14
     5:  0  0  0 ENST00000614008.4 ENSG00000000003.14
    ---                                              
206690:  0  0  0 ENST00000649331.1  ENSG00000285990.1
206691:  0  0  0 ENST00000647612.1  ENSG00000285991.1
206692:  0  0  0 ENST00000648949.1  ENSG00000285992.1
206693:  0  0  0 ENST00000650266.1  ENSG00000285993.1
206694:  0  0  0 ENST00000648650.1  ENSG00000285994.1


this is what mydata$boot_data_A looks like:

> mydata$boot_data_A
[[1]]
                                                                                                                  target_id        bs0        bs1        bs10       bs11       bs12
     1:                                                                                                   ENST00000000233.9         NA         NA          NA         NA         NA
     2:   ENST00000000233.9|ENSG00000004059.10|OTTHUMG00000023246.6|OTTHUMT00000059567.2|ARF5-201|ARF5|1103|protein_coding| 16382.3616 16912.2652 16942.99115 16937.1560 16733.2480
     3:                                                                                                   ENST00000000412.7         NA         NA          NA         NA         NA
     4:    ENST00000000412.7|ENSG00000003056.7|OTTHUMG00000168276.3|OTTHUMT00000399130.1|M6PR-201|M6PR|2756|protein_coding|  4883.5474  4631.1205  4215.20957  4506.7564  4093.8746
     5:                                                                                                  ENST00000000442.10         NA         NA          NA         NA         NA
    ---                                                                                                                                                                            
413384:  ENST00000650635.1|ENSG00000093072.16|OTTHUMG00000030726.14|OTTHUMT00000498660.1|ADA2-219|ADA2|969|retained_intron|     0.0000     0.0000     0.00000     0.0000     0.0000
413385:                                                                                                   ENST00000650636.1         NA         NA          NA         NA         NA
413386: ENST00000650636.1|ENSG00000147099.20|OTTHUMG00000021814.16|OTTHUMT00000497814.1|HDAC8-260|HDAC8|747|protein_coding|   261.7543   247.4995    98.24808   257.2657   308.2151
              bs13       bs14      bs15       bs16       bs17       bs18       bs19        bs2       bs20       bs21        bs22       bs23      bs24       bs25       bs26       bs27
     1:         NA         NA        NA         NA         NA         NA         NA         NA         NA         NA          NA         NA        NA         NA         NA         NA
     2: 17693.0148 16907.1921 17097.645 17151.0765 16811.8302 16988.0075 16599.5792 16399.1695 16507.4794 17085.0153 17118.75323 17097.9747 16151.858 17220.9088 17182.5196 16760.3548
     3:         NA         NA        NA         NA         NA         NA         NA         NA         NA         NA          NA         NA        NA         NA         NA         NA
     4:  4583.2061  4520.8699  3790.537  4690.1349  4181.8966  4236.9311  5044.6464  3826.5290  4665.8719  4555.7938  4432.53273  4070.9751  4829.625  4382.7821  4509.6670  4656.8274
     5:         NA         NA        NA         NA         NA         NA         NA         NA         NA         NA          NA         NA        NA         NA         NA         NA
    ---                                                                                                                                                                               
413384:     0.0000     0.0000     0.000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.00000     0.0000     0.000     0.0000     0.0000     0.0000
413385:         NA         NA        NA         NA         NA         NA         NA         NA         NA         NA          NA         NA        NA         NA         NA         NA
413386:   113.8335   277.9558   306.937   338.0994   289.8577   272.6738   234.6778   269.5394   270.3526   155.4153    64.60908   257.8258   252.615   260.5632   307.2211   286.2806
              bs28       bs29        bs3       bs30       bs31       bs32       bs33       bs34      bs35       bs36       bs37       bs38       bs39        bs4       bs40      bs41
     1:         NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA         NA         NA         NA         NA        NA
     2: 16766.6664 17003.9497 17046.6853 16472.8872 16728.5163 16748.1184 17219.3580 16546.0020 17299.523 17965.5319 16351.3515 16530.9390 17208.2121 16992.8524 17884.2143 16858.204
     3:         NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA         NA         NA         NA         NA        NA
     4:  4144.1813  4601.8316  4238.0441  4699.6721  3879.9478  4329.1843  4910.4042  4612.9692  4080.705  4037.9207  4308.3194  4414.3470  4935.4281  4692.0200  4601.2828  4180.425
     5:         NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA         NA         NA         NA         NA        NA
    ---                                                                                                                                                                              
413384:     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.000
413385:         NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA         NA         NA         NA         NA        NA
413386:   263.5449   149.3395   259.3185   270.9861   317.9848   203.6248   233.9461   214.4606   180.370   205.5759   131.8277   277.2108   235.1611   180.1702   272.2164   210.498
              bs42       bs43       bs44       bs45       bs46       bs47       bs48       bs49        bs5      bs50       bs51       bs52        bs53       bs54       bs55       bs56
     1:         NA         NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA          NA         NA         NA         NA
     2: 16740.7504 17021.0868 17216.2186 17423.9368 15552.9556 16292.3927 17029.6860 16755.6414 17721.5730 16438.803 16690.1786 17073.5099 16923.58276 16731.2572 16961.0687 17149.7556
     3:         NA         NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA          NA         NA         NA         NA
     4:  4440.5266  4594.1281  4819.4702  4589.4140  4370.0234  5005.1420  5409.1204  4519.3612  4399.4667  4499.291  4651.0608  4414.2396  4333.36736  4023.8570  4722.2971  4469.2600
     5:         NA         NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA          NA         NA         NA         NA
    ---                                                                                                                                                                                
413384:     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.000     0.0000     0.0000     0.00000     0.0000     0.0000     0.0000
413385:         NA         NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA          NA         NA         NA         NA
413386:   239.9599   293.7329   252.6444   249.0465   141.9744   233.5354   215.8654   277.0362   220.4735   223.593   200.4458   157.6286    99.28678   136.9854   153.9865   331.3283
             bs57       bs58       bs59        bs6       bs60       bs61       bs62       bs63       bs64       bs65       bs66      bs67       bs68       bs69        bs7       bs70
     1:        NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA         NA         NA
     2: 16542.337 16212.3265 16726.1536 17234.3764 17045.9236 17105.4417 16632.6934 16228.6757 16660.6711 16668.9425 16972.5147 17066.737 16274.4672 17040.4969 17219.9906 16243.3308
     3:        NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA         NA         NA
     4:  3978.386  4247.8563  4697.4034  4573.1142  4247.2485  4749.8234  4979.8710  3832.0184  4420.2338  4830.4752  4239.2210  4284.049  4193.5548  4496.4077  4197.3006  4607.3874
     5:        NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA         NA         NA
    ---                                                                                                                                                                              
413384:     0.000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.000     0.0000     0.0000     0.0000     0.0000
413385:        NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA         NA         NA
413386:   342.592   220.2788   235.7569   140.9072   177.9503   104.4903   189.4264   406.7671   257.3032   197.0338    97.7783   282.339   234.5606   197.1732   233.1294   157.1807
              bs71       bs72       bs73       bs74       bs75       bs76       bs77       bs78       bs79        bs8       bs80       bs81       bs82       bs83       bs84       bs85
     1:         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA
     2: 16774.6502 16920.4990 16754.4772 16763.0082 17471.0520 17046.9399 17094.5729 16670.7624 16261.0171 17122.2356 16454.3799 16557.0990 16871.4784 17287.0511 17550.6641 17054.9936
     3:         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA
     4:  4603.4212  4696.1550  4185.8497  4633.8811  4199.8551  4242.6989  4044.8917  4260.5373  4267.8573  4619.9414  4421.4207  4210.5476  4118.6150  4326.3548  4663.5282  3779.7332
     5:         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA
    ---                                                                                                                                                                                
413384:     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000
413385:         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA
413386:   257.8821   219.0314   154.5806   183.2081   236.7863   207.7491   273.8103   242.7538   177.0225   208.9989   288.4093   186.8129   190.2695   243.7453   349.8912   139.5004
              bs86       bs87       bs88      bs89        bs9       bs90       bs91       bs92       bs93       bs94       bs95       bs96       bs97       bs98       bs99
     1:         NA         NA         NA        NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA
     2: 16304.1846 16700.7077 16716.2974 16765.479 16941.1004 16293.1963 16993.6756 17466.0996 16806.7841 16589.2511 16547.1708 16888.5347 16501.5722 16240.9000 16762.3473
     3:         NA         NA         NA        NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA
     4:  4513.3446  4629.6224  4099.1432  4343.169  4254.6025  4100.6708  3944.1475  4608.5141  4320.5906  4608.0764  4805.6485  4497.4024  4115.5674  3898.8930  4548.8510
     5:         NA         NA         NA        NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA
    ---                                                                                                                                                                    
413384:     0.0000     0.0000     0.0000     0.000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000
413385:         NA         NA         NA        NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA
413386:   196.5271   232.3675   122.0072   189.864   280.1861   162.7227   452.5193   258.6019   257.8312   123.3621   231.2814   282.1711   192.5277   248.2908   337.0231
 [ reached getOption("max.print") -- omitted 2 rows ]

[[2]]
                                                                                                                  target_id        bs0        bs1       bs10       bs11       bs12
     1:                                                                                                   ENST00000000233.9         NA         NA         NA         NA         NA
     2:   ENST00000000233.9|ENSG00000004059.10|OTTHUMG00000023246.6|OTTHUMT00000059567.2|ARF5-201|ARF5|1103|protein_coding| 15505.8500 15859.7012 15372.2807 15878.6282 15787.9655
     3:                                                                                                   ENST00000000412.7         NA         NA         NA         NA         NA
     4:    ENST00000000412.7|ENSG00000003056.7|OTTHUMG00000168276.3|OTTHUMT00000399130.1|M6PR-201|M6PR|2756|protein_coding|  1376.3882  1412.9214  1129.9043  1083.1411  1006.6542
     5:                                                                                                  ENST00000000442.10         NA         NA         NA         NA         NA
    ---                                                                                                                                                                           
413384:  ENST00000650635.1|ENSG00000093072.16|OTTHUMG00000030726.14|OTTHUMT00000498660.1|ADA2-219|ADA2|969|retained_intron|     0.0000     0.0000     0.0000     0.0000     0.0000
413385:                                                                                                   ENST00000650636.1         NA         NA         NA         NA         NA
413386: ENST00000650636.1|ENSG00000147099.20|OTTHUMG00000021814.16|OTTHUMT00000497814.1|HDAC8-260|HDAC8|747|protein_coding|   193.1736   190.2919   124.2369   127.0234   191.0483
               bs13       bs14      bs15       bs16      bs17       bs18        bs19        bs2       bs20       bs21       bs22       bs23       bs24       bs25       bs26       bs27
     1:          NA         NA        NA         NA        NA         NA          NA         NA         NA         NA         NA         NA         NA         NA         NA         NA
     2: 16099.70176 15599.8386 15587.417 15361.0974 15695.366 15754.2047 15501.88799 16293.0950 15658.7111 16264.9618 15787.8947 15533.2559 15783.5144 15625.8675 15732.9360 15794.6424
     3:          NA         NA        NA         NA        NA         NA          NA         NA         NA         NA         NA         NA         NA         NA         NA         NA
     4:  1210.24711  1119.9238  1638.882  1383.1916  1455.453  1441.1233  1413.45996  1333.4444  1606.9985  1116.3826  1001.4210  1510.2627  1487.0957  1583.3726  1265.7066  1590.4037
     5:          NA         NA        NA         NA        NA         NA          NA         NA         NA         NA         NA         NA         NA         NA         NA         NA
    ---                                                                                                                                                                                
413384:     0.00000     0.0000     0.000     0.0000     0.000     0.0000     0.00000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000
413385:          NA         NA        NA         NA        NA         NA          NA         NA         NA         NA         NA         NA         NA         NA         NA         NA
413386:    91.57656   233.5546   132.576   139.8952   222.510   145.2342    85.48711   114.5571   182.0008   104.3952   170.3444   211.3271   189.6677   166.9957   238.6947   192.7367
              bs28       bs29        bs3       bs30       bs31        bs32       bs33       bs34       bs35       bs36       bs37       bs38       bs39       bs4       bs40       bs41
     1:         NA         NA         NA         NA         NA          NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA
     2: 15713.7341 15789.3268 15677.9276 15953.9639 15527.1810 15485.34233 15697.5412 15309.8761 16431.5680 15811.3040 15714.4593 16462.5701 15561.9465 15619.264 16006.7522 15874.7686
     3:         NA         NA         NA         NA         NA          NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA
     4:   838.2569  1400.3476   920.1909  1386.2240  1695.2644  1582.24528  1234.7234  1352.3900  1584.8687  1322.9505  1341.5092  1592.8293  1294.9028  1228.524  1457.4108  1640.8729
     5:         NA         NA         NA         NA         NA          NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA
    ---                                                                                                                                                                                
413384:     0.0000     0.0000     0.0000     0.0000     0.0000     0.00000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.000     0.0000     0.0000
413385:         NA         NA         NA         NA         NA          NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA
413386:   284.9078   217.3434   285.3194   225.9441   252.4987    69.92307   121.8357   198.9095   129.0109   121.9118   218.0014   223.6113   125.1769   145.567   147.8829   143.9352
               bs42       bs43       bs44       bs45       bs46       bs47       bs48       bs49        bs5       bs50       bs51       bs52       bs53       bs54       bs55       bs56
     1:          NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA
     2: 15181.56222 15585.9879 15100.0122 15856.4279 16391.7497 15651.2276 15490.3171 15684.6960 16154.5859 15790.6830 15573.5776 16268.0128 15472.0258 15920.9998 15675.0183 15909.7853
     3:          NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA
     4:  1259.41328  1460.3742  1266.2975  1492.3668  1444.4535  1311.2966  1263.4444  1261.2511   990.7119  1657.1141  1295.0530  1592.5981  1294.1532  1368.0117  1695.7372  1481.4004
     5:          NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA
    ---                                                                                                                                                                                 
413384:     0.00000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000
413385:          NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA
413386:    99.93787   210.2368   109.5457   194.4189   189.3519   210.2888   133.6601   227.5198   130.0729   201.5852   213.0388   231.2636   115.3302   186.4635   225.4676   161.2272
              bs57       bs58       bs59        bs6       bs60       bs61       bs62       bs63       bs64       bs65       bs66      bs67       bs68       bs69        bs7       bs70
     1:         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA         NA         NA
     2: 16758.8427 16055.3110 16153.5798 16137.4523 15875.1644 15609.3890 15748.3381 16159.2641 15485.7892 16006.1427 15377.7902 15765.944 16108.1171 16468.8592 15869.2885 15755.8591
     3:         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA         NA         NA
     4:  1407.7759  1422.7807  1553.8187  1217.2555  1206.5753  1506.5506  1191.0347  1335.6537  1304.7138  1750.9342  1080.0068  1357.906  1645.1506  1393.2934  1302.9541  1414.8244
     5:         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA         NA         NA
    ---                                                                                                                                                                               
413384:     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.000     0.0000     0.0000     0.0000     0.0000
413385:         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA         NA         NA
413386:   223.4151   126.1035   283.6248   174.8225   182.7091   245.6334   171.3862   208.8236   201.6648   183.0432   119.1313   222.407   135.2376   155.5728   198.4006   293.0916
              bs71      bs72       bs73       bs74       bs75       bs76       bs77        bs78       bs79        bs8       bs80       bs81       bs82       bs83       bs84       bs85
     1:         NA        NA         NA         NA         NA         NA         NA          NA         NA         NA         NA         NA         NA         NA         NA         NA
     2: 15890.5034 15827.105 16417.6816 16053.7557 15486.6971 15514.3305 16019.1347 15545.93924 15746.7330 16011.4747 16564.7609 16164.3662 15620.0120 15785.4353 16005.7505 16224.7910
     3:         NA        NA         NA         NA         NA         NA         NA          NA         NA         NA         NA         NA         NA         NA         NA         NA
     4:  1393.3901  1395.730  1500.0603  1456.2540  1626.7984  1401.6862  1098.5964  1193.21064  1210.5399  1277.6702  1528.5758  1354.7471  1391.2624  1449.4364  1336.8085  1687.0582
     5:         NA        NA         NA         NA         NA         NA         NA          NA         NA         NA         NA         NA         NA         NA         NA         NA
    ---                                                                                                                                                                                
413384:     0.0000     0.000     0.0000     0.0000     0.0000     0.0000     0.0000     0.00000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000
413385:         NA        NA         NA         NA         NA         NA         NA          NA         NA         NA         NA         NA         NA         NA         NA         NA
413386:   106.0291   206.159   179.2018   215.8194   251.9181   210.1531   163.6299    94.39209   230.1476   165.0708   166.2898   148.2844   119.5379   238.0053   102.8496   150.4232
              bs86       bs87       bs88       bs89        bs9       bs90       bs91       bs92       bs93      bs94        bs95       bs96       bs97       bs98       bs99
     1:         NA         NA         NA         NA         NA         NA         NA         NA         NA        NA          NA         NA         NA         NA         NA
     2: 16567.4954 15577.6157 15613.9883 16128.1372 15817.9546 16628.4620 15852.8582 15921.9270 16570.5163 15743.960 15598.06144 15955.8644 15574.7915 16810.4441 16074.8655
     3:         NA         NA         NA         NA         NA         NA         NA         NA         NA        NA          NA         NA         NA         NA         NA
     4:  1186.7604  1745.0519  1667.9841  1576.1226  1765.6617  1625.5947  1392.3619  1428.9124  1284.2927  1441.839  1360.40940   971.7271  1088.1192  1594.6619  1527.5847
     5:         NA         NA         NA         NA         NA         NA         NA         NA         NA        NA          NA         NA         NA         NA         NA
    ---                                                                                                                                                                     
413384:     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.000     0.00000     0.0000     0.0000     0.0000     0.0000
413385:         NA         NA         NA         NA         NA         NA         NA         NA         NA        NA          NA         NA         NA         NA         NA
413386:   257.6938   184.1388   215.7553   270.5183   206.4439   229.6994   196.1995   180.8683   269.5497   225.657    96.11355   120.5732   126.5413   236.7536   206.5692
 [ reached getOption("max.print") -- omitted 2 rows ]

[[3]]
                                                                                                                  target_id        bs0       bs1       bs10       bs11       bs12
     1:                                                                                                   ENST00000000233.9         NA        NA         NA         NA         NA
     2:   ENST00000000233.9|ENSG00000004059.10|OTTHUMG00000023246.6|OTTHUMT00000059567.2|ARF5-201|ARF5|1103|protein_coding| 15245.3924 15369.338 16280.5624 16845.9625 16100.3109
     3:                                                                                                   ENST00000000412.7         NA        NA         NA         NA         NA
     4:    ENST00000000412.7|ENSG00000003056.7|OTTHUMG00000168276.3|OTTHUMT00000399130.1|M6PR-201|M6PR|2756|protein_coding|  6077.4891  6477.835  5565.8083  6304.6931  5905.6499
     5:                                                                                                  ENST00000000442.10         NA        NA         NA         NA         NA
    ---                                                                                                                                                                          
413384:  ENST00000650635.1|ENSG00000093072.16|OTTHUMG00000030726.14|OTTHUMT00000498660.1|ADA2-219|ADA2|969|retained_intron|     0.0000     0.000     0.0000     0.0000     0.0000
413385:                                                                                                   ENST00000650636.1         NA        NA         NA         NA         NA
413386: ENST00000650636.1|ENSG00000147099.20|OTTHUMG00000021814.16|OTTHUMT00000497814.1|HDAC8-260|HDAC8|747|protein_coding|   159.4769   249.258   381.4212   203.3909   249.4361
              bs13      bs14       bs15       bs16       bs17       bs18       bs19        bs2       bs20       bs21       bs22       bs23       bs24       bs25       bs26       bs27
     1:         NA        NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA
     2: 15086.6639 16191.717 16530.5509 15877.4781 15287.6183 15648.7898 16120.6231 16056.6374 15970.1424 15265.2478 16259.5516 15592.7117 15858.6526 15850.8207 16125.7466 16477.3072
     3:         NA        NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA
     4:  6262.6654  6656.677  5741.7262  5884.8011  6263.8754  6535.5601  6034.3827  5805.1744  6363.8716  6396.3995  6816.4196  6320.2469  6210.8808  5853.9586  7042.2983  6815.2541
     5:         NA        NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA
    ---                                                                                                                                                                               
413384:     0.0000     0.000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000
413385:         NA        NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA
413386:   289.8302   126.439   183.9269   193.4229   160.6873   221.3438   152.3551   182.4365   260.5208   210.5571   285.4875   184.0323   237.1166   301.8294   264.6247   306.8307
              bs28       bs29        bs3       bs30       bs31       bs32       bs33       bs34       bs35        bs36       bs37       bs38       bs39        bs4       bs40       bs41
     1:         NA         NA         NA         NA         NA         NA         NA         NA         NA          NA         NA         NA         NA         NA         NA         NA
     2: 16070.2527 16755.8416 16032.1606 14932.9313 15883.7672 15539.7156 15775.8913 15609.1773 16535.3129 16406.32846 15275.6536 15405.4674 15672.8586 16643.2537 15869.6652 15794.5991
     3:         NA         NA         NA         NA         NA         NA         NA         NA         NA          NA         NA         NA         NA         NA         NA         NA
     4:  6435.6720  4942.4428  6331.3843  5809.6323  5853.5257  6134.9486  6684.3829  6699.8764  6509.4454  6126.96229  6110.4766  5460.0534  6904.0207  5702.5312  6444.3508  6316.1907
     5:         NA         NA         NA         NA         NA         NA         NA         NA         NA          NA         NA         NA         NA         NA         NA         NA
    ---                                                                                                                                                                                 
413384:     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.00000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000
413385:         NA         NA         NA         NA         NA         NA         NA         NA         NA          NA         NA         NA         NA         NA         NA         NA
413386:   175.1275   209.0139   199.8995   242.6448   177.3479   218.6414   232.1212   224.8136   171.0892    99.60985   231.4456   286.7109   214.0031   372.8376   201.4286   275.2617
              bs42       bs43       bs44      bs45       bs46       bs47       bs48       bs49        bs5       bs50       bs51      bs52       bs53       bs54       bs55       bs56
     1:         NA         NA         NA        NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA         NA         NA
     2: 15152.8950 16339.2752 15724.4849 16462.485 16001.6601 15367.7706 16406.4182 16009.9869 15790.7605 15896.3422 15897.9497 15823.656 16085.5722 15358.8187 15067.9783 15745.3323
     3:         NA         NA         NA        NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA         NA         NA
     4:  6055.3098  6016.0679  6923.2302  6429.708  6659.3853  6014.7252  5865.5858  6653.3466  6221.5003  5436.4125  6812.3227  7277.070  5410.1394  6469.5956  5879.7246  6415.8951
     5:         NA         NA         NA        NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA         NA         NA
    ---                                                                                                                                                                              
413384:     0.0000     0.0000     0.0000     0.000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.000     0.0000     0.0000     0.0000     0.0000
413385:         NA         NA         NA        NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA         NA         NA
413386:   129.1018   355.8993   312.4319   254.986   193.9641   196.4927   169.5657   157.5801   288.7215   324.4969   266.5773   153.309   426.6676   215.8827   292.1953   213.2833
              bs57       bs58       bs59        bs6       bs60       bs61       bs62       bs63       bs64       bs65       bs66       bs67       bs68       bs69        bs7      bs70
     1:         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA        NA
     2: 15498.3668 15892.0948 16097.5517 16562.2361 15959.1260 16431.5306 16495.9215 15745.4689 16034.1077 15812.4737 16334.3781 15466.7263 15689.8116 16339.4981 15368.9491 15871.253
     3:         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA        NA
     4:  5917.5953  5596.7785  6473.9402  6629.0410  7236.0227  5348.1916  5765.1966  5862.9394  6603.4528  6607.5203  5617.5125  6672.6803  6072.9654  6827.2594  6772.7162  5440.775
     5:         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA        NA
    ---                                                                                                                                                                               
413384:     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.000
413385:         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA        NA
413386:   265.4044   291.3491   259.4141   176.3748   205.2109   409.5223   283.1761   160.7138   234.2984   221.6418   386.5412   535.1249   208.9907   200.7596   521.7655   312.063
              bs71       bs72       bs73       bs74       bs75       bs76       bs77      bs78       bs79        bs8       bs80       bs81      bs82       bs83       bs84       bs85
     1:         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA         NA         NA        NA         NA         NA         NA
     2: 16286.8126 16035.4980 16475.0105 15648.3062 15331.2534 15743.7258 16178.9822 16004.235 15270.7000 16487.4101 15849.0058 16212.7252 17031.411 15882.0645 16261.8096 16685.2748
     3:         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA         NA         NA        NA         NA         NA         NA
     4:  5569.7704  6306.2655  5634.5877  5833.8140  6350.6058  6279.8952  5795.3810  5313.411  6779.5502  5435.5882  7046.1063  5735.5070  5108.979  6609.8251  6443.5726  6679.9624
     5:         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA         NA         NA        NA         NA         NA         NA
    ---                                                                                                                                                                              
413384:     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.000     0.0000     0.0000     0.0000     0.0000     0.000     0.0000     0.0000     0.0000
413385:         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA         NA         NA        NA         NA         NA         NA
413386:   286.2397   198.5206   210.4109   350.7719   244.6996   242.9112   182.0077   383.835   197.7962   234.5522   173.2796   307.9114   198.923   452.2031   150.3245   262.0864
              bs86       bs87       bs88       bs89        bs9      bs90       bs91       bs92       bs93       bs94       bs95       bs96      bs97       bs98       bs99
     1:         NA         NA         NA         NA         NA        NA         NA         NA         NA         NA         NA         NA        NA         NA         NA
     2: 15986.9653 16736.8625 15383.5773 16217.0956 15555.7382 15747.301 16015.5831 16508.5630 15051.7970 16768.5819 16063.7253 16910.9841 16511.885 15033.2598 15921.4073
     3:         NA         NA         NA         NA         NA        NA         NA         NA         NA         NA         NA         NA        NA         NA         NA
     4:  5820.5346  5924.5367  5216.8453  5912.7653  5915.0427  6700.423  6608.7227  6631.1436  6168.2286  6822.7866  5978.1006  6258.6367  6972.108  6464.1409  5898.5663
     5:         NA         NA         NA         NA         NA        NA         NA         NA         NA         NA         NA         NA        NA         NA         NA
    ---                                                                                                                                                                   
413384:     0.0000     0.0000     0.0000     0.0000     0.0000     0.000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.000     0.0000     0.0000
413385:         NA         NA         NA         NA         NA        NA         NA         NA         NA         NA         NA         NA        NA         NA         NA
413386:   241.6386   219.8148   314.6631   276.8581   294.3286   164.314   107.5305   234.7481   387.2059   157.6162   217.7113   223.1305   289.047   321.4234   168.7664
 [ reached getOption("max.print") -- omitted 2 rows ]

mydata$boot_data_B:

> mydata$boot_data_B
[[1]]
                                                                                                                  target_id       bs0        bs1      bs10      bs11      bs12     bs13
     1:                                                                                                   ENST00000000233.9        NA         NA        NA        NA        NA       NA
     2:   ENST00000000233.9|ENSG00000004059.10|OTTHUMG00000023246.6|OTTHUMT00000059567.2|ARF5-201|ARF5|1103|protein_coding| 9131.8490 9356.17846 9848.8146 10130.317 8970.2176 9911.508
     3:                                                                                                   ENST00000000412.7        NA         NA        NA        NA        NA       NA
     4:    ENST00000000412.7|ENSG00000003056.7|OTTHUMG00000168276.3|OTTHUMT00000399130.1|M6PR-201|M6PR|2756|protein_coding| 3152.8233 2837.28247 3206.0089  3112.274 2602.5944 2578.615
     5:                                                                                                  ENST00000000442.10        NA         NA        NA        NA        NA       NA
    ---                                                                                                                                                                                
413384:  ENST00000650635.1|ENSG00000093072.16|OTTHUMG00000030726.14|OTTHUMT00000498660.1|ADA2-219|ADA2|969|retained_intron|    0.0000   29.84678    0.0000     0.000    0.0000    0.000
413385:                                                                                                   ENST00000650636.1        NA         NA        NA        NA        NA       NA
413386: ENST00000650636.1|ENSG00000147099.20|OTTHUMG00000021814.16|OTTHUMT00000497814.1|HDAC8-260|HDAC8|747|protein_coding|  162.5294  318.94982  195.4549   253.629  282.7678  167.234
              bs14      bs15        bs16     bs17      bs18        bs19        bs2       bs20        bs21      bs22      bs23      bs24       bs25       bs26       bs27       bs28
     1:         NA        NA          NA       NA        NA          NA         NA         NA          NA        NA        NA        NA         NA         NA         NA         NA
     2: 9639.07284 9749.4887 10004.10854 9169.902 9443.3991 10557.66052 9573.05357 9756.21671 10103.90191 9133.3071 9543.9770 9845.3886 9676.47376 9507.92407 9812.91874 9746.26039
     3:         NA        NA          NA       NA        NA          NA         NA         NA          NA        NA        NA        NA         NA         NA         NA         NA
     4: 3024.49709 2926.4699  3061.92781 3003.127 2854.9517  3110.59879 2743.33293 3218.07478  2201.54775 3225.9070 2772.2690 2990.8260 2992.12051 2788.14675 2583.35918 2440.96596
     5:         NA        NA          NA       NA        NA          NA         NA         NA          NA        NA        NA        NA         NA         NA         NA         NA
    ---                                                                                                                                                                            
413384:   32.22517    0.0000    28.15873    0.000    0.0000    30.00097   62.04303   26.58023    30.39621    0.0000    0.0000    0.0000   55.86197   28.00192   27.96724   21.73736
413385:         NA        NA          NA       NA        NA          NA         NA         NA          NA        NA        NA        NA         NA         NA         NA         NA
413386:  244.87453  285.4127   311.34949  197.175  382.1036   301.05942  168.20082  259.24684   199.42456  172.7574  184.1189  212.4655  262.62174  224.83121  195.95818  184.05476
              bs29        bs3      bs30       bs31      bs32       bs33      bs34       bs35       bs36       bs37       bs38       bs39        bs4     bs40      bs41      bs42     bs43
     1:         NA         NA        NA         NA        NA         NA        NA         NA         NA         NA         NA         NA         NA       NA        NA        NA       NA
     2: 9847.65011 9699.92855 8991.0464 9010.94253 9413.0038 9561.41948 9737.4884 9406.33645 8952.75595 10055.7565 9600.80684 9443.49123 9735.16203 9093.283 9655.2314 9678.2546 8827.635
     3:         NA         NA        NA         NA        NA         NA        NA         NA         NA         NA         NA         NA         NA       NA        NA        NA       NA
     4: 2553.19391 2465.79219 3171.4390 3290.82281 2779.2197 3041.53963 3063.6072 3241.85717 2712.80118  3291.8262 3018.02806 2969.92392 3087.32408 2748.899 2589.9208 2477.9921 2743.116
     5:         NA         NA        NA         NA        NA         NA        NA         NA         NA         NA         NA         NA         NA       NA        NA        NA       NA
    ---                                                                                                                                                                                  
413384:   27.86814   22.65338    0.0000   72.58934    0.0000   51.68002    0.0000   26.24752   58.41961   116.9915   27.87989   53.62765   28.87277    0.000   60.5095    0.0000    0.000
413385:         NA         NA        NA         NA        NA         NA        NA         NA         NA         NA         NA         NA         NA       NA        NA        NA       NA
413386:  224.85554  204.56072  391.7635  154.09257  314.1066  246.89390  298.4359  196.78232  125.84073   230.0976  401.18712  262.15465  247.19424  240.272  118.6801  268.5839  261.381
              bs44      bs45       bs46      bs47       bs48       bs49        bs5      bs50     bs51      bs52      bs53        bs54      bs55       bs56       bs57      bs58
     1:         NA        NA         NA        NA         NA         NA         NA        NA       NA        NA        NA          NA        NA         NA         NA        NA
     2: 9353.49258 9606.8434 9568.12051 9352.6183 9942.68082 9549.87449 9032.00315 9457.7624 9490.665 8973.3940 9848.6709 10146.64545 9157.3661 9843.15499 9821.28899 9137.6257
     3:         NA        NA         NA        NA         NA         NA         NA        NA       NA        NA        NA          NA        NA         NA         NA        NA
     4: 2918.54395 2661.3152 3059.89974 3291.7754 3410.65623 3073.90455 2753.45826 2676.0703 3219.040 3027.5973 3232.1692  3171.96517 3452.4509 2897.58522 2709.61625 2796.6337
     5:         NA        NA         NA        NA         NA         NA         NA        NA       NA        NA        NA          NA        NA         NA         NA        NA
    ---                                                                                                                                                                        
413384:   24.97233    0.0000   32.11036    0.0000   25.10594   31.29157   55.12429    0.0000    0.000    0.0000    0.0000    82.89009    0.0000   38.58526   26.96144    0.0000
413385:         NA        NA         NA        NA         NA         NA         NA        NA       NA        NA        NA          NA        NA         NA         NA        NA
413386:  316.93063  266.6566  333.22284  127.2056  267.73415  255.21640  280.74062  436.8313  289.137  199.0696  174.6422   256.85490  258.6662  399.62079  205.46227  255.0731
              bs59       bs6       bs60       bs61       bs62       bs63       bs64        bs65      bs66      bs67      bs68       bs69        bs7      bs70        bs71       bs72
     1:         NA        NA         NA         NA         NA         NA         NA          NA        NA        NA        NA         NA         NA        NA          NA         NA
     2: 9709.67221 9608.9863 10208.3991 9502.30932 9422.03457 8897.96640 9497.81998 10076.50198 9892.1005 9317.0526 8762.2137 9113.00788 9413.30112 9027.0539 10289.96019 9552.01469
     3:         NA        NA         NA         NA         NA         NA         NA          NA        NA        NA        NA         NA         NA        NA          NA         NA
     4: 2895.58642 3047.2118  3240.3854 2972.96791 3175.49155 3071.08486 3106.57006  3178.30059 3288.1132 2882.6675 3546.9679 2937.58536 2809.50247 3439.2479  2704.92521 3313.79910
     5:         NA        NA         NA         NA         NA         NA         NA          NA        NA        NA        NA         NA         NA        NA          NA         NA
    ---                                                                                                                                                                             
413384:   61.08563   23.6907     0.0000   24.12534   34.23705   48.93217   31.58054    31.14904    0.0000   29.2344    0.0000   57.10232   29.89281    0.0000    32.67913   46.61268
413385:         NA        NA         NA         NA         NA         NA         NA          NA        NA        NA        NA         NA         NA        NA          NA         NA
413386:  181.86704  245.7150   176.5588  375.83321  216.19444  271.10498  276.41334   254.52195  196.5178  216.6094  263.0357  162.63672  218.89391  324.6067   258.48479  362.31947
             bs73      bs74      bs75      bs76      bs77      bs78       bs79       bs8       bs80       bs81       bs82       bs83        bs84      bs85        bs86       bs87
     1:        NA        NA        NA        NA        NA        NA         NA        NA         NA         NA         NA         NA          NA        NA          NA         NA
     2: 9779.0363 9538.9096 9308.0417 9384.8700 9089.1232 9261.2908 9911.58268 9535.1629 8872.12291 9095.29957 9492.07082 9351.80230 10272.98458 9589.9448 10067.38754 9485.23970
     3:        NA        NA        NA        NA        NA        NA         NA        NA         NA         NA         NA         NA          NA        NA          NA         NA
     4: 2658.6724 3476.3896 2930.7080 2634.9298 2777.7431 2893.8366 2967.98539 2364.6179 2728.52920 3209.17137 2466.53959 2978.98089  3397.36535 2802.2902  2741.79370 2859.46976
     5:        NA        NA        NA        NA        NA        NA         NA        NA         NA         NA         NA         NA          NA        NA          NA         NA
    ---                                                                                                                                                                          
413384:    0.0000    0.0000    0.0000    0.0000    0.0000    0.0000   94.25078    0.0000   24.96909   75.08367   27.24224   56.90864    57.94255    0.0000    30.18065   31.23779
413385:        NA        NA        NA        NA        NA        NA         NA        NA         NA         NA         NA         NA          NA        NA          NA         NA
413386:  253.7465  431.8767  276.0745  163.8723  234.9944  192.1774  287.79955  348.2935  312.09066  341.32898  157.88346  233.02622   278.81614  292.0457   277.91125  285.81817
              bs88       bs89        bs9       bs90       bs91     bs92       bs93      bs94        bs95       bs96     bs97      bs98       bs99
     1:         NA         NA         NA         NA         NA       NA         NA        NA          NA         NA       NA        NA         NA
     2: 9662.40339 9739.87627 9549.64353 9336.14964 8920.94044 9622.292 9682.57119 9539.6931 10132.78546 10004.1392 9529.631 9914.0484 10489.4875
     3:         NA         NA         NA         NA         NA       NA         NA        NA          NA         NA       NA        NA         NA
     4: 2970.59284 3096.46697 2543.83559 3008.70307 3293.97765 2641.740 2917.39182 2927.1095  2567.87128  3046.0766 2852.882 3054.0585  2996.8350
     5:         NA         NA         NA         NA         NA       NA         NA        NA          NA         NA       NA        NA         NA
    ---                                                                                                                                          
413384:   69.65076   30.54939   31.30207   56.45989   24.28873    0.000   27.26798    0.0000    34.84212     0.0000    0.000  119.5305     0.0000
413385:         NA         NA         NA         NA         NA       NA         NA        NA          NA         NA       NA        NA         NA
413386:  421.90164  137.99301  144.19576  146.45450  274.20714  287.075  143.72742  216.6161   321.90433   233.0555  207.684  281.9465   362.7489
 [ reached getOption("max.print") -- omitted 2 rows ]

[[2]]
                                                                                                                  target_id        bs0        bs1       bs10         bs11       bs12
     1:                                                                                                   ENST00000000233.9         NA         NA         NA           NA         NA
     2:   ENST00000000233.9|ENSG00000004059.10|OTTHUMG00000023246.6|OTTHUMT00000059567.2|ARF5-201|ARF5|1103|protein_coding| 12382.1847 11580.5862 11282.8634 1.137480e+04 10320.8990
     3:                                                                                                   ENST00000000412.7         NA         NA         NA           NA         NA
     4:    ENST00000000412.7|ENSG00000003056.7|OTTHUMG00000168276.3|OTTHUMT00000399130.1|M6PR-201|M6PR|2756|protein_coding|  2441.8661  2528.9174  2500.4759 2.594786e+03  2299.4649
     5:                                                                                                  ENST00000000442.10         NA         NA         NA           NA         NA
    ---                                                                                                                                                                             
413384:  ENST00000650635.1|ENSG00000093072.16|OTTHUMG00000030726.14|OTTHUMT00000498660.1|ADA2-219|ADA2|969|retained_intron|     0.0000     0.0000     0.0000 0.000000e+00     0.0000
413385:                                                                                                   ENST00000650636.1         NA         NA         NA           NA         NA
413386: ENST00000650636.1|ENSG00000147099.20|OTTHUMG00000021814.16|OTTHUMT00000497814.1|HDAC8-260|HDAC8|747|protein_coding|   179.7064   247.4229   150.6311 4.283380e+02   241.7114
                bs13       bs14         bs15       bs16         bs17       bs18       bs19        bs2       bs20      bs21      bs22        bs23       bs24         bs25       bs26
     1:           NA         NA           NA         NA           NA         NA         NA         NA         NA        NA        NA          NA         NA           NA         NA
     2: 1.093948e+04 10926.8120 1.161742e+04 12364.8754 1.152138e+04 11215.1982 11740.1081 11950.1363 11178.7670 11235.021 11763.500 10711.69716 11379.2948 1.180810e+04 11251.4178
     3:           NA         NA           NA         NA           NA         NA         NA         NA         NA        NA        NA          NA         NA           NA         NA
     4: 2.146467e+03  2702.9246 2.422804e+03  2803.4812 2.576168e+03  2445.3733  2338.5916  2306.6102  2324.4539  2634.111  3109.669  2097.46247  2566.2912 2.663383e+03  2400.0791
     5:           NA         NA           NA         NA           NA         NA         NA         NA         NA        NA        NA          NA         NA           NA         NA
    ---                                                                                                                                                                            
413384: 0.000000e+00     0.0000 0.000000e+00     0.0000 0.000000e+00     0.0000     0.0000     0.0000     0.0000     0.000     0.000     0.00000     0.0000 0.000000e+00     0.0000
413385:           NA         NA           NA         NA           NA         NA         NA         NA         NA        NA        NA          NA         NA           NA         NA
413386: 2.350158e+02   320.9602 2.661301e+02   138.1502 1.153149e+02   176.6516   157.2592   449.9839   225.3526   188.497   132.952   281.90255   292.2502 2.464913e+02   306.6817
              bs27       bs28       bs29        bs3       bs30       bs31       bs32        bs33       bs34       bs35       bs36         bs37         bs38        bs39        bs4
     1:         NA         NA         NA         NA         NA         NA         NA          NA         NA         NA         NA           NA           NA          NA         NA
     2: 11715.9345 10754.5775 11817.3683 10857.5398 11994.1373 11935.5752 11421.6088 11347.90336 11543.5729 11353.5488 11771.5503 11254.690168 1.112887e+04 11279.85100 11245.2837
     3:         NA         NA         NA         NA         NA         NA         NA          NA         NA         NA         NA           NA           NA          NA         NA
     4:  2147.1437  2189.3310  2038.7540  2176.4991  2159.1362  2550.6142  2610.6509  2421.90035  2679.5882  2727.4380  2396.1399  2935.655836 2.522904e+03  2347.04461  2532.4115
     5:         NA         NA         NA         NA         NA         NA         NA          NA         NA         NA         NA           NA           NA          NA         NA
    ---                                                                                                                                                                           
413384:     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.00000     0.0000     0.0000     0.0000     0.000000 0.000000e+00     0.00000     0.0000
413385:         NA         NA         NA         NA         NA         NA         NA          NA         NA         NA         NA           NA           NA          NA         NA
413386:   263.1467   308.8973   278.5104   303.5424   168.4366   188.8164   131.5763   172.58138   224.1201   231.2939   255.9701   335.340510 2.300244e+02   168.69091   158.7261
              bs40       bs41      bs42      bs43       bs44        bs45       bs46       bs47       bs48       bs49        bs5         bs50         bs51       bs52       bs53
     1:         NA         NA        NA        NA         NA          NA         NA         NA         NA         NA         NA           NA           NA         NA         NA
     2: 11168.2713 11098.9690 11798.084 11118.524 11369.5029 12004.97676 12240.1483 12366.7666 10848.6921 10984.7886 11869.5764 1.147470e+04 1.167617e+04 11392.2263 11582.0437
     3:         NA         NA        NA        NA         NA          NA         NA         NA         NA         NA         NA           NA           NA         NA         NA
     4:  2759.1096  2238.5667  2836.277  2720.257  2537.8393  2496.44434  2697.5654  2610.0531  2353.5196  2825.8320  2811.9816 2.383387e+03 2.689192e+03  2455.3299  2415.0870
     5:         NA         NA        NA        NA         NA          NA         NA         NA         NA         NA         NA           NA           NA         NA         NA
    ---                                                                                                                                                                        
413384:     0.0000     0.0000     0.000     0.000     0.0000     0.00000     0.0000     0.0000     0.0000     0.0000     0.0000 0.000000e+00 0.000000e+00     0.0000     0.0000
413385:         NA         NA        NA        NA         NA          NA         NA         NA         NA         NA         NA           NA           NA         NA         NA
413386:   345.6945   350.6699   160.768   212.325   196.6756    97.92437   279.3007   194.2445   203.0168   276.0453   141.4557 2.046823e+02 2.521981e+02   237.2924   156.7883
                bs54       bs55       bs56       bs57       bs58       bs59        bs6        bs60       bs61       bs62         bs63      bs64      bs65       bs66       bs67
     1:           NA         NA         NA         NA         NA         NA         NA          NA         NA         NA           NA        NA        NA         NA         NA
     2: 1.112521e+04 12118.4368 11482.7951 11607.6346 10976.9184 11705.6477 11416.4767 10805.04520 10997.9523 11266.0230 12136.175105 11449.025 12330.581 11181.0827 12188.8065
     3:           NA         NA         NA         NA         NA         NA         NA          NA         NA         NA           NA        NA        NA         NA         NA
     4: 2.978028e+03  2295.3571  2417.4762  2302.8427  2417.0858  2910.7522  2447.2991  2692.46211  2444.2563  2564.2598  2693.131171  2542.936  2023.844  2534.3631  2710.3814
     5:           NA         NA         NA         NA         NA         NA         NA          NA         NA         NA           NA        NA        NA         NA         NA
    ---                                                                                                                                                                        
413384: 0.000000e+00     0.0000     0.0000     0.0000     0.0000     0.0000     0.0000     0.00000     0.0000     0.0000     0.000000     0.000     0.000     0.0000     0.0000
413385:           NA         NA         NA         NA         NA         NA         NA          NA         NA         NA           NA        NA        NA         NA         NA
413386: 3.791645e+02   210.0242   265.0774   143.8784   295.4632   187.4273   184.6347    91.36089   296.6007   162.8042   159.094067   268.159   164.649   151.1161   291.0365
              bs68       bs69        bs7       bs70       bs71      bs72       bs73       bs74       bs75      bs76       bs77         bs78         bs79          bs8       bs80
     1:         NA         NA         NA         NA         NA        NA         NA         NA         NA        NA         NA           NA           NA           NA         NA
     2: 11351.4009 11290.8149 12190.0503 11961.1885 12948.0805 11515.814 10937.6554 11189.3734 12231.8538 10802.706 10157.0578 1.136902e+04 1.131532e+04 1.072139e+04 11207.6590
     3:         NA         NA         NA         NA         NA        NA         NA         NA         NA        NA         NA           NA           NA           NA         NA
     4:  2749.1907  2451.0412  2743.8725  2691.6799  2026.2643  2406.453  2729.7818  2399.8850  2332.6569  2281.830  2482.3227 2.361302e+03 2.887818e+03 2.782804e+03  2642.9763
     5:         NA         NA         NA         NA         NA        NA         NA         NA         NA        NA         NA           NA           NA           NA         NA
    ---                                                                                                                                                                         
413384:     0.0000     0.0000     0.0000     0.0000     0.0000     0.000     0.0000     0.0000     0.0000     0.000     0.0000 0.000000e+00 0.000000e+00 0.000000e+00     0.0000
413385:         NA         NA         NA         NA         NA        NA         NA         NA         NA        NA         NA           NA           NA           NA         NA
413386:   215.2768   205.9751   308.6562   164.0471   294.1224   117.702   200.1442   232.3584   352.7155   256.921   160.2125 2.629894e+02 2.833991e+02 2.821321e+02   192.8765
                bs81       bs82       bs83         bs84       bs85       bs86      bs87       bs88       bs89       bs9       bs90        bs91        bs92       bs93       bs94
     1:           NA         NA         NA           NA         NA         NA        NA         NA         NA        NA         NA          NA          NA         NA         NA
     2: 1.087313e+04 11913.9493 12185.6581 1.148426e+04 11235.4340 11347.7841 11623.822 11137.4141 11421.9469 10945.896 11922.7008 11974.75688 12106.90434 12729.3717 11703.9325
     3:           NA         NA         NA           NA         NA         NA        NA         NA         NA        NA         NA          NA          NA         NA         NA
     4: 2.702688e+03  2212.2608  2706.1038 2.418801e+03  2933.8397  2409.6030  2706.065  2696.2631  2773.7612  2436.898  2729.1236  2931.08083  2500.72407  2303.6281  2334.7835
     5:           NA         NA         NA           NA         NA         NA        NA         NA         NA        NA         NA          NA          NA         NA         NA
    ---                                                                                                                                                                         
413384: 0.000000e+00     0.0000     0.0000 0.000000e+00     0.0000     0.0000     0.000     0.0000     0.0000     0.000     0.0000     0.00000     0.00000     0.0000     0.0000
413385:           NA         NA         NA           NA         NA         NA        NA         NA         NA        NA         NA          NA          NA         NA         NA
413386: 1.309729e+02   247.1031   333.6129 3.043403e+02   347.8103   284.5785   186.835   316.0595   198.2877   312.016   279.8941   184.14249    95.54888   255.4398   242.5692
              bs95         bs96       bs97       bs98       bs99
     1:         NA           NA         NA         NA         NA
     2: 13064.7789 1.138794e+04 10539.7008 11752.6856 11594.7626
     3:         NA           NA         NA         NA         NA
     4:  2122.8741 2.545164e+03  2261.6174  2694.4262  2662.8120
     5:         NA           NA         NA         NA         NA
    ---                                                         
413384:     0.0000 0.000000e+00     0.0000     0.0000     0.0000
413385:         NA           NA         NA         NA         NA
413386:   347.9307 4.136170e+02   256.7638   228.9106   210.4131
 [ reached getOption("max.print") -- omitted 2 rows ]

[[3]]
                                                                                                                  target_id        bs0        bs1       bs10       bs11       bs12
     1:                                                                                                   ENST00000000233.9         NA         NA         NA         NA         NA
     2:   ENST00000000233.9|ENSG00000004059.10|OTTHUMG00000023246.6|OTTHUMT00000059567.2|ARF5-201|ARF5|1103|protein_coding| 8424.10718 8472.11527 8576.98526 8048.00039 8174.64463
     3:                                                                                                   ENST00000000412.7         NA         NA         NA         NA         NA
     4:    ENST00000000412.7|ENSG00000003056.7|OTTHUMG00000168276.3|OTTHUMT00000399130.1|M6PR-201|M6PR|2756|protein_coding| 2216.62085 2598.13987 2190.86010 2510.95504 2329.96329
     5:                                                                                                  ENST00000000442.10         NA         NA         NA         NA         NA
    ---                                                                                                                                                                           
413384:  ENST00000650635.1|ENSG00000093072.16|OTTHUMG00000030726.14|OTTHUMT00000498660.1|ADA2-219|ADA2|969|retained_intron|    0.00000    0.00000    0.00000    0.00000    0.00000
413385:                                                                                                   ENST00000650636.1         NA         NA         NA         NA         NA
413386: ENST00000650636.1|ENSG00000147099.20|OTTHUMG00000021814.16|OTTHUMT00000497814.1|HDAC8-260|HDAC8|747|protein_coding|  331.48092  354.97615  300.55846  281.34091  431.92441
              bs13       bs14       bs15       bs16       bs17       bs18        bs19        bs2      bs20       bs21       bs22       bs23      bs24       bs25      bs26        bs27
     1:         NA         NA         NA         NA         NA         NA          NA         NA        NA         NA         NA         NA        NA         NA        NA          NA
     2: 8469.15334 8667.11003 8034.06311 8361.70489 8544.97487 8467.55346 8644.745644 8317.23630 7985.9574 8182.38454 8816.65641 8056.36579 8412.1991 8390.10195 8965.9521 8455.880293
     3:         NA         NA         NA         NA         NA         NA          NA         NA        NA         NA         NA         NA        NA         NA        NA          NA
     4: 2409.18096 2428.96165 2420.49563 2230.26203 2365.85594 2620.15521 2142.913311 2541.65611 2353.6104 2638.02013 2409.96128 2248.82770 2279.1588 2559.45877 2302.2761 2525.872980
     5:         NA         NA         NA         NA         NA         NA          NA         NA        NA         NA         NA         NA        NA         NA        NA          NA
    ---                                                                                                                                                                               
413384:    0.00000    0.00000    0.00000    0.00000    0.00000    0.00000    0.000000    0.00000    0.0000    0.00000    0.00000    0.00000    0.0000    0.00000    0.0000    0.000000
413385:         NA         NA         NA         NA         NA         NA          NA         NA        NA         NA         NA         NA        NA         NA        NA          NA
413386:  489.20100  290.35122  322.01786  329.71700  230.49264  381.02762  312.111825  425.87144  289.0328  320.41392  324.54846  333.92593  346.1928  312.90136  371.4035  510.421451
              bs28       bs29        bs3       bs30        bs31       bs32       bs33        bs34        bs35       bs36       bs37       bs38       bs39        bs4       bs40
     1:         NA         NA         NA         NA          NA         NA         NA          NA          NA         NA         NA         NA         NA         NA         NA
     2: 8256.92196 8603.69460 8161.86667 8692.52859 7579.322510 8920.50344 9305.51831 8111.152469 8048.601817 8444.25915 8154.95845 8423.20963 9158.27225 8650.75206 9046.79602
     3:         NA         NA         NA         NA          NA         NA         NA          NA          NA         NA         NA         NA         NA         NA         NA
     4: 2511.50677 2658.60952 2559.88370 2424.04775 2434.013750 2307.41160 2462.63277 2248.230447 2341.268291 2428.69367 2080.02212 2707.81796 2409.51124 2416.10530 2190.21097
     5:         NA         NA         NA         NA          NA         NA         NA          NA          NA         NA         NA         NA         NA         NA         NA
    ---                                                                                                                                                                        
413384:    0.00000    0.00000    0.00000    0.00000    0.000000    0.00000    0.00000    0.000000    0.000000    0.00000    0.00000    0.00000    0.00000    0.00000    0.00000
413385:         NA         NA         NA         NA          NA         NA         NA          NA          NA         NA         NA         NA         NA         NA         NA
413386:  441.23781  291.80166  432.53593  388.89092  339.339499  406.83363  291.75485  325.315063  348.099978  350.64588  380.21085  315.09489  288.38521  305.16234  383.43046
              bs41      bs42       bs43       bs44       bs45       bs46       bs47      bs48       bs49        bs5       bs50        bs51        bs52       bs53       bs54       bs55
     1:         NA        NA         NA         NA         NA         NA         NA        NA         NA         NA         NA          NA          NA         NA         NA         NA
     2: 8476.46480 8965.3793 8068.85224 9217.50208 8192.65702 8650.70985 8620.62626 8669.0639 8603.46675 8660.97435 8516.05656 8065.140304 8427.589170 8503.46495 8195.68316 8565.35540
     3:         NA        NA         NA         NA         NA         NA         NA        NA         NA         NA         NA          NA          NA         NA         NA         NA
     4: 2481.89654 2312.5625 2563.27930 2432.67625 2424.49535 2473.50480 2172.58324 2308.6645 2422.32504 2475.27151 2762.01985 2373.718205 2370.086976 2232.06781 2057.69058 2163.37024
     5:         NA        NA         NA         NA         NA         NA         NA        NA         NA         NA         NA          NA          NA         NA         NA         NA
    ---                                                                                                                                                                                
413384:    0.00000    0.0000    0.00000    0.00000    0.00000    0.00000    0.00000    0.0000    0.00000    0.00000    0.00000    0.000000    0.000000    0.00000    0.00000    0.00000
413385:         NA        NA         NA         NA         NA         NA         NA        NA         NA         NA         NA          NA          NA         NA         NA         NA
413386:  434.23630  369.2970  339.15004  366.06035  217.47468  232.29779  269.14951  342.2651  307.37359  254.13473  288.14026  321.945005  225.166771  327.68614  403.52671  478.12766
               bs56       bs57       bs58       bs59         bs6      bs60       bs61       bs62        bs63        bs64       bs65       bs66        bs67       bs68       bs69
     1:          NA         NA         NA         NA          NA        NA         NA         NA          NA          NA         NA         NA          NA         NA         NA
     2: 8776.961262 8227.84431 8297.24138 8413.03385 8378.266063 8274.2880 8746.56287 8636.87601 8833.496541 8246.539124 8534.80077 8660.31808 8215.351590 8209.32427 8099.07700
     3:          NA         NA         NA         NA          NA        NA         NA         NA          NA          NA         NA         NA          NA         NA         NA
     4: 2632.627420 2458.49047 2404.85005 2353.29070 2378.419463 2392.5492 2366.02044 2505.27253 2552.450206 2476.695452 2474.80686 2176.53328 2314.965678 2423.79461 2266.90620
     5:          NA         NA         NA         NA          NA        NA         NA         NA          NA          NA         NA         NA          NA         NA         NA
    ---                                                                                                                                                                         
413384:    0.000000    0.00000    0.00000    0.00000    0.000000    0.0000    0.00000    0.00000    0.000000    0.000000    0.00000    0.00000    0.000000    0.00000    0.00000
413385:          NA         NA         NA         NA          NA        NA         NA         NA          NA          NA         NA         NA          NA         NA         NA
413386:  426.357542  209.06420  381.16862  425.10508  244.490248  311.1565  329.94600  263.92570  373.383512  293.911539  468.11118  298.09810  322.929584  274.38551  343.33977
              bs7       bs70       bs71        bs72      bs73       bs74       bs75       bs76       bs77       bs78       bs79        bs8       bs80        bs81      bs82      bs83
     1:        NA         NA         NA          NA        NA         NA         NA         NA         NA         NA         NA         NA         NA          NA        NA        NA
     2: 8225.5505 8801.90220 8415.01127 7980.542874 8230.7820 7995.66232 8854.39812 8228.55063 8240.84729 9149.59497 8227.50622 8246.63469 8096.22514 8222.080070 8942.1838 8401.8941
     3:        NA         NA         NA          NA        NA         NA         NA         NA         NA         NA         NA         NA         NA          NA        NA        NA
     4: 2234.3739 2528.18500 2345.62118 2308.173328 2398.6780 2431.50792 2300.10052 2155.51191 2507.40089 2497.57872 2053.60638 2293.97563 2319.47971 2453.890009 2538.5956 2296.2727
     5:        NA         NA         NA          NA        NA         NA         NA         NA         NA         NA         NA         NA         NA          NA        NA        NA
    ---                                                                                                                                                                              
413384:    0.0000    0.00000    0.00000    0.000000    0.0000    0.00000    0.00000    0.00000    0.00000    0.00000    0.00000    0.00000    0.00000    0.000000    0.0000    0.0000
413385:        NA         NA         NA          NA        NA         NA         NA         NA         NA         NA         NA         NA         NA          NA        NA        NA
413386:  341.1720  382.59934  291.41474  371.352790  372.4961  383.57934  357.60196  311.51920  527.01424  313.83840  306.37971  375.25773  313.04106  297.113740  348.1001  380.5828
              bs84      bs85       bs86       bs87       bs88       bs89        bs9       bs90       bs91       bs92       bs93       bs94       bs95      bs96       bs97       bs98
     1:         NA        NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA
     2: 7994.92642 8255.3467 8813.10826 8466.33709 8888.53384 8563.54292 8295.97935 8318.99015 8786.80723 8175.03664 8183.99417 7988.75739 8651.01309 8285.4343 8417.70132 8417.07952
     3:         NA        NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA
     4: 2425.02150 2256.5077 2561.81097 2107.56346 2291.42005 2208.08840 2439.78181 2137.21761 2500.81228 2391.35549 2105.91673 2546.73355 2274.11342 2546.4496 2506.54332 2102.23104
     5:         NA        NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA
    ---                                                                                                                                                                              
413384:    0.00000    0.0000    0.00000    0.00000    0.00000    0.00000    0.00000    0.00000    0.00000    0.00000    0.00000    0.00000    0.00000    0.0000    0.00000    0.00000
413385:         NA        NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA         NA        NA         NA         NA
413386:  461.99185  230.8107  395.16038  339.54851  317.33199  426.12021  484.65161  352.32085  381.47217  193.77051  393.03343  304.73922  289.77611  256.4148  240.61939  372.25710
              bs99
     1:         NA
     2: 8484.11910
     3:         NA
     4: 2497.64138
     5:         NA
    ---           
413384:    0.00000
413385:         NA
413386:  450.60928
 [ reached getOption("max.print") -- omitted 2 rows ]

sesion info:

> sessionInfo()
R version 3.5.2 (2018-12-20)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: Ubuntu 18.04.2 LTS

Matrix products: default
BLAS: /usr/lib/x86_64-linux-gnu/blas/libblas.so.3.7.1
LAPACK: /usr/lib/x86_64-linux-gnu/lapack/liblapack.so.3.7.1

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C               LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8     LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                  LC_ADDRESS=C               LC_TELEPHONE=C             LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
[1] rats_0.6.4        data.table_1.12.0

loaded via a namespace (and not attached):
[1] compiler_3.5.2     rjson_0.2.20       parallel_3.5.2     tools_3.5.2        rhdf5_2.24.0       yaml_2.2.0         wasabi_0.3         matrixStats_0.54.0 Rhdf5lib_1.2.1    

I have also tried running kalliso by using ensembls cDNA file: ftp://ftp.ensembl.org/pub/release-95/fasta/homo_sapiens/cdna/Homo_sapiens.GRCh38.cdna.all.fa.gz

then running either of these annotation files, but got a similar result:

ftp://ftp.ensembl.org/pub/release-95/gtf/homo_sapiens/Homo_sapiens.GRCh38.95.chr_patch_hapl_scaff.gtf.gz

ftp://ftp.ensembl.org/pub/release-95/gtf/homo_sapiens/Homo_sapiens.GRCh38.95.gtf.gz

Sorry to bother you or if I have missed something obvious but I am pretty interested in your method and would really like to see this work.

@fruce-ki fruce-ki self-assigned this Feb 13, 2019
@fruce-ki fruce-ki added the question User query about usage. label Feb 13, 2019
@fruce-ki
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fruce-ki commented Feb 13, 2019

Hi Brett!

Right off the bat, I can see that the transcript IDs in the data don't match the IDs in the annotation. RATs should have given you a warning or error about that? Did you force it through?

Your myannot looks perfect with just one code in each of the two columns in each row.
Your quantifications, on the other hand, have target_id values with the transcript ID embedded in a larger string.

As stated in its own section of the input vignette, the set of transcript IDs in the annotation look-up table must match exactly the set of transcript IDs in the data, so that RATs knows how to group transcripts. If the set of IDs is different between the two, RATs can't match the data to the annotation. So you get 0 counts for all the IDs in the annotation, while IDs in the data not found in the annotation lack grouping information and are simply ignored and lost.
The values in target_id are taken verbatim. RATs does not assume any specific formatting conventions and does not try to breakdown multi-field info, in order to safe-guard against accidents. It is your responsibility as a user to provide a look-up table suitable for your data.

You'll have to either clean up the IDs in the data (before importing it, otherwise it seems fish4rodents() makes a bit of a mess trying to shoehorn it onto the annotation, from what I see...), or create an annotation look-up that uses the same long composite strings as target_ids that your data does.

I hope this helps, good luck!

Kimon

@brettvanderwerff
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Hi Brett!

Right off the bat, I can see that the transcript IDs in the data don't match the IDs in the annotation. RATs should have given you a warning or error about that? Did you force it through?

No warning, I did not force it through

Your myannot looks perfect with just one code in each of the two columns in each row.

Your quantifications, on the other hand, have target_id values with multiple codes and info separated by pipes.

Yes I thought that was suspicious too, but I geuss not suspicious enough 👍

As stated in its own section of the input vignette, the set of transcript IDs in the annotation look-up table must match exactly the set of transcript IDs in the data, so that RATs knows how to group transcripts. If the set of IDs is different between the two, RATs can't match the data to the annotation. So you get 0 counts for all the IDs in the annotation, while IDs in the data not found in the annotation lack grouping information and are simply ignored and lost.

Ok great! Sorry I did not see that section and issue #40 until after posting. Really sorry about that.

You'll have to either clean up the IDs in the data (before importing it, otherwise it seems fish4rodents() makes a bit of a mess trying to shoehorn it onto the annotation, from what I see...), or create an annotation look-up that uses the same long composite strings as target_ids that your data does.

So you are talking about parsing the abundance.tsv file and converting ie:

ENST00000000233.9|ENSG00000004059.10|OTTHUMG00000023246.6|OTTHUMT00000059567.2|ARF5-201|ARF5|1103|protein_coding|

to just include the ENST id:

ENST00000000233.9

for every row? If so that is a pretty straight forward fix.

I hope this helps, good luck!

Thank you, I really appreciate the feedback and help

@fruce-ki
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fruce-ki commented Feb 13, 2019

Yep, that should do it. :)

I am however concerned that you did not get a warning about this. RATs should have sipmly not gone through with the run at all. Maybe the ID check is not as thorough as I thought it was.

@brettvanderwerff
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Ok I will give this a shot tonight. You can probably close this issue, but if you want I can come back with a confirmation that this was the solution once I get a chance to try this out.

@fruce-ki
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fruce-ki commented Feb 14, 2019 via email

@brettvanderwerff
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brettvanderwerff commented Feb 14, 2019

I ended up just changing changing the h5 files. It wasn't too bad and I learned more about the format. I was able to generate some plots after that with RATS and things look good so far. Thank you again. I am working with a gene that has many different isoforms so this tool is very interesting to me thank you for making RATS and maintaining it. Go ahead and close this if you want.

@fruce-ki
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fruce-ki commented Feb 14, 2019

Great! Glad it is working for you now. Thank you for using RATs.

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