Libraries

library(Biobase)
## Loading required package: BiocGenerics
## Loading required package: parallel
## 
## Attaching package: 'BiocGenerics'
## The following objects are masked from 'package:parallel':
## 
##     clusterApply, clusterApplyLB, clusterCall, clusterEvalQ,
##     clusterExport, clusterMap, parApply, parCapply, parLapply,
##     parLapplyLB, parRapply, parSapply, parSapplyLB
## The following objects are masked from 'package:stats':
## 
##     IQR, mad, sd, var, xtabs
## The following objects are masked from 'package:base':
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##     anyDuplicated, append, as.data.frame, basename, cbind,
##     colMeans, colnames, colSums, dirname, do.call, duplicated,
##     eval, evalq, Filter, Find, get, grep, grepl, intersect,
##     is.unsorted, lapply, lengths, Map, mapply, match, mget, order,
##     paste, pmax, pmax.int, pmin, pmin.int, Position, rank, rbind,
##     Reduce, rowMeans, rownames, rowSums, sapply, setdiff, sort,
##     table, tapply, union, unique, unsplit, which, which.max,
##     which.min
## Welcome to Bioconductor
## 
##     Vignettes contain introductory material; view with
##     'browseVignettes()'. To cite Bioconductor, see
##     'citation("Biobase")', and for packages 'citation("pkgname")'.
library(BiocGenerics)
library(GenomicFeatures)
## Loading required package: S4Vectors
## Loading required package: stats4
## 
## Attaching package: 'S4Vectors'
## The following object is masked from 'package:base':
## 
##     expand.grid
## Loading required package: IRanges
## 
## Attaching package: 'IRanges'
## The following object is masked from 'package:grDevices':
## 
##     windows
## Loading required package: GenomeInfoDb
## Loading required package: GenomicRanges
## Loading required package: AnnotationDbi
library(IRanges)
library(GenomicRanges)
library(GenomeInfoDb)
library(AnnotationDbi)
library(TxDb.Hsapiens.UCSC.hg38.knownGene)

##Additional required libraries: GenomicFeatures, BiocGenerics, IRanges, GenomeInfoDb, GenomicRanges, AnnotationDbi, Biobase

Homo sapiens hg38 transcript database

txdb <- TxDb.Hsapiens.UCSC.hg38.knownGene
txdb
## TxDb object:
## # Db type: TxDb
## # Supporting package: GenomicFeatures
## # Data source: UCSC
## # Genome: hg38
## # Organism: Homo sapiens
## # Taxonomy ID: 9606
## # UCSC Table: knownGene
## # UCSC Track: GENCODE v24
## # Resource URL: http://genome.ucsc.edu/
## # Type of Gene ID: Entrez Gene ID
## # Full dataset: yes
## # miRBase build ID: NA
## # transcript_nrow: 197782
## # exon_nrow: 581036
## # cds_nrow: 293052
## # Db created by: GenomicFeatures package from Bioconductor
## # Creation time: 2016-09-29 13:02:09 +0000 (Thu, 29 Sep 2016)
## # GenomicFeatures version at creation time: 1.25.18
## # RSQLite version at creation time: 1.0.0
## # DBSCHEMAVERSION: 1.1

Extract the cordinates of genes, transcripts, exons and introns for multiple CHRN genes

HsCHRNA1="1134"
HsCHRNA2="1135"
HsCHRNA3="1136"
HsCHRNA4="1137"
HsCHRNA5="1138"
HsCHRNA6 ="8973"
HsCHRNA7="1139"
HsCHRNA9="55584"
HsCHRNA10="57053"
HsCHRNB1="1140"
HsCHRNB2="1141"
HsCHRNB3="1142"
HsCHRNB4="1143"
HsCHRNG="1144"
HsCHRND="1145"
HsCHRNE="1146"

HsCHRNgenes = c(HsCHRNA1, HsCHRNA2, HsCHRNA3, HsCHRNA4, HsCHRNA5, HsCHRNA6,
                HsCHRNA7, HsCHRNA9, HsCHRNA10, HsCHRNB1, HsCHRNB2, HsCHRNB3,
                HsCHRNB4, HsCHRND, HsCHRNE, HsCHRNG)

hschrn_txs = transcriptsBy(txdb, by = "gene")[HsCHRNgenes]
hschrn_txs #GRangesList object of length 16
## GRangesList object of length 16:
## $1134 
## GRanges object with 6 ranges and 2 metadata columns:
##       seqnames              ranges strand |     tx_id     tx_name
##          <Rle>           <IRanges>  <Rle> | <integer> <character>
##   [1]     chr2 174747592-174764472      - |     27362  uc002uje.3
##   [2]     chr2 174747660-174764461      - |     27363  uc002ujd.3
##   [3]     chr2 174747810-174764412      - |     27364  uc061pvt.1
##   [4]     chr2 174747810-174764412      - |     27365  uc061pvu.1
##   [5]     chr2 174747810-174764412      - |     27366  uc061pvv.1
##   [6]     chr2 174752755-174764453      - |     27367  uc002ujf.6
## 
## $1135 
## GRanges object with 11 ranges and 2 metadata columns:
##        seqnames            ranges strand | tx_id    tx_name
##    [1]     chr8 27459761-27479296      - | 76287 uc010lur.5
##    [2]     chr8 27460576-27467517      - | 76288 uc064lkz.1
##    [3]     chr8 27461098-27479013      - | 76289 uc064lla.2
##    [4]     chr8 27461098-27479214      - | 76290 uc064llb.1
##    [5]     chr8 27461603-27478851      - | 76291 uc011lal.4
##    [6]     chr8 27463628-27469408      - | 76292 uc064llc.1
##    [7]     chr8 27469349-27479883      - | 76293 uc064lld.1
##    [8]     chr8 27469812-27478929      - | 76294 uc064lle.1
##    [9]     chr8 27469905-27475502      - | 76295 uc064llg.1
##   [10]     chr8 27471002-27479857      - | 76296 uc064llh.1
##   [11]     chr8 27471140-27479291      - | 76297 uc284qjn.1
## 
## ...
## <14 more elements>
## -------
## seqinfo: 455 sequences (1 circular) from hg38 genome

We can extract information about each gene separately

HsCHRNA1=“1134”

hschrn_txs$`1134`
## GRanges object with 6 ranges and 2 metadata columns:
##       seqnames              ranges strand |     tx_id     tx_name
##          <Rle>           <IRanges>  <Rle> | <integer> <character>
##   [1]     chr2 174747592-174764472      - |     27362  uc002uje.3
##   [2]     chr2 174747660-174764461      - |     27363  uc002ujd.3
##   [3]     chr2 174747810-174764412      - |     27364  uc061pvt.1
##   [4]     chr2 174747810-174764412      - |     27365  uc061pvu.1
##   [5]     chr2 174747810-174764412      - |     27366  uc061pvv.1
##   [6]     chr2 174752755-174764453      - |     27367  uc002ujf.6
##   -------
##   seqinfo: 455 sequences (1 circular) from hg38 genome

HsCHRNA2=“1135”

hschrn_txs$`1135`
## GRanges object with 11 ranges and 2 metadata columns:
##        seqnames            ranges strand |     tx_id     tx_name
##           <Rle>         <IRanges>  <Rle> | <integer> <character>
##    [1]     chr8 27459761-27479296      - |     76287  uc010lur.5
##    [2]     chr8 27460576-27467517      - |     76288  uc064lkz.1
##    [3]     chr8 27461098-27479013      - |     76289  uc064lla.2
##    [4]     chr8 27461098-27479214      - |     76290  uc064llb.1
##    [5]     chr8 27461603-27478851      - |     76291  uc011lal.4
##    [6]     chr8 27463628-27469408      - |     76292  uc064llc.1
##    [7]     chr8 27469349-27479883      - |     76293  uc064lld.1
##    [8]     chr8 27469812-27478929      - |     76294  uc064lle.1
##    [9]     chr8 27469905-27475502      - |     76295  uc064llg.1
##   [10]     chr8 27471002-27479857      - |     76296  uc064llh.1
##   [11]     chr8 27471140-27479291      - |     76297  uc284qjn.1
##   -------
##   seqinfo: 455 sequences (1 circular) from hg38 genome

HsCHRNA3=“1136”

hschrn_txs$`1136`
## GRanges object with 8 ranges and 2 metadata columns:
##       seqnames            ranges strand |     tx_id     tx_name
##          <Rle>         <IRanges>  <Rle> | <integer> <character>
##   [1]    chr15 78593052-78596732      - |    129016  uc010blg.3
##   [2]    chr15 78593052-78620863      - |    129017  uc059mfa.1
##   [3]    chr15 78593052-78621295      - |    129018  uc002beb.4
##   [4]    chr15 78595305-78621179      - |    129019  uc002bec.4
##   [5]    chr15 78601776-78607524      - |    129021  uc059mfc.1
##   [6]    chr15 78618380-78620789      - |    129022  uc059mfd.1
##   [7]    chr15 78618630-78619278      - |    129023  uc059mfe.1
##   [8]    chr15 78618849-78620261      - |    129024  uc059mff.1
##   -------
##   seqinfo: 455 sequences (1 circular) from hg38 genome

HsCHRNA4=“1137”

hschrn_txs$`1137`
## GRanges object with 7 ranges and 2 metadata columns:
##       seqnames            ranges strand |     tx_id     tx_name
##          <Rle>         <IRanges>  <Rle> | <integer> <character>
##   [1]    chr20 63343223-63361343      - |    170358  uc002yes.4
##   [2]    chr20 63343310-63361396      - |    170359  uc010gke.2
##   [3]    chr20 63344069-63377993      - |    170360  uc061ymb.1
##   [4]    chr20 63346594-63359699      - |    170362  uc061ymd.1
##   [5]    chr20 63346594-63361304      - |    170363  uc061yme.1
##   [6]    chr20 63346594-63361304      - |    170364  uc061ymf.1
##   [7]    chr20 63350908-63361190      - |    170366  uc061ymh.1
##   -------
##   seqinfo: 455 sequences (1 circular) from hg38 genome

HsCHRNA5=“1138”

hschrn_txs$`1138`
## GRanges object with 4 ranges and 2 metadata columns:
##       seqnames            ranges strand |     tx_id     tx_name
##          <Rle>         <IRanges>  <Rle> | <integer> <character>
##   [1]    chr15 78565520-78595269      + |    125566  uc002bdy.3
##   [2]    chr15 78565571-78593535      + |    125567  uc059mew.1
##   [3]    chr15 78580890-78593274      + |    125568  uc059mex.1
##   [4]    chr15 78590362-78593701      + |    125569  uc059mez.1
##   -------
##   seqinfo: 455 sequences (1 circular) from hg38 genome

HsCHRNA6 =“8973”

hschrn_txs$`8973`
## GRanges object with 5 ranges and 2 metadata columns:
##       seqnames            ranges strand |     tx_id     tx_name
##          <Rle>         <IRanges>  <Rle> | <integer> <character>
##   [1]     chr8 42752620-42768786      - |     76718  uc003xpj.5
##   [2]     chr8 42752927-42768610      - |     76719  uc011lcw.4
##   [3]     chr8 42756629-42796392      - |     76720  uc064mmy.1
##   [4]     chr8 42756940-42768632      - |     76721  uc064mmz.1
##   [5]     chr8 42764973-42768648      - |     76722  uc064mna.1
##   -------
##   seqinfo: 455 sequences (1 circular) from hg38 genome

HsCHRNA7=“1139”

hschrn_txs$`1139`
## GRanges object with 4 ranges and 2 metadata columns:
##                   seqnames            ranges strand |     tx_id
##                      <Rle>         <IRanges>  <Rle> | <integer>
##   [1]                chr15 32030488-32168848      + |    123436
##   [2]                chr15 32030498-32172521      + |    123437
##   [3]                chr15 32030556-32168888      + |    123438
##   [4] chr15_KI270905v1_alt   4315611-4454253      + |    193611
##           tx_name
##       <character>
##   [1]  uc021sic.3
##   [2]  uc001zft.5
##   [3]  uc059hdo.1
##   [4]  uc032dkm.2
##   -------
##   seqinfo: 455 sequences (1 circular) from hg38 genome

HsCHRNA9=“55584”

hschrn_txs$`55584`
## GRanges object with 3 ranges and 2 metadata columns:
##       seqnames            ranges strand |     tx_id     tx_name
##          <Rle>         <IRanges>  <Rle> | <integer> <character>
##   [1]     chr4 40335329-40355217      + |     41624  uc003gva.2
##   [2]     chr4 40337286-40348139      + |     41625  uc062wdd.1
##   [3]     chr4 40349587-40354094      + |     41626  uc062wde.1
##   -------
##   seqinfo: 455 sequences (1 circular) from hg38 genome

HsCHRNA10=“57053”

hschrn_txs$`57053`
## GRanges object with 4 ranges and 2 metadata columns:
##       seqnames          ranges strand |     tx_id     tx_name
##          <Rle>       <IRanges>  <Rle> | <integer> <character>
##   [1]    chr11 3665587-3671384      - |     97393  uc001lyf.3
##   [2]    chr11 3666036-3671367      - |     97394  uc057ycm.1
##   [3]    chr11 3666036-3671367      - |     97395  uc057ycn.1
##   [4]    chr11 3668500-3669887      - |     97396  uc057yco.1
##   -------
##   seqinfo: 455 sequences (1 circular) from hg38 genome

HsCHRNB1=“1140”

hschrn_txs$`1140`
## GRanges object with 8 ranges and 2 metadata columns:
##       seqnames          ranges strand |     tx_id     tx_name
##          <Rle>       <IRanges>  <Rle> | <integer> <character>
##   [1]    chr17 7445061-7457707      + |    139651  uc002ghb.4
##   [2]    chr17 7445064-7447089      + |    139652  uc060apn.1
##   [3]    chr17 7445108-7445774      + |    139653  uc060apo.1
##   [4]    chr17 7445339-7455860      + |    139654  uc060app.1
##   [5]    chr17 7445503-7456926      + |    139655  uc010vty.3
##   [6]    chr17 7445531-7457315      + |    139656  uc060apq.1
##   [7]    chr17 7445543-7455689      + |    139657  uc010vtz.2
##   [8]    chr17 7455594-7457329      + |    139658  uc060apr.1
##   -------
##   seqinfo: 455 sequences (1 circular) from hg38 genome

HsCHRNB2=“1141”

hschrn_txs$`1141`
## GRanges object with 1 range and 2 metadata columns:
##       seqnames              ranges strand |     tx_id     tx_name
##          <Rle>           <IRanges>  <Rle> | <integer> <character>
##   [1]     chr1 154567781-154580026      + |      5240  uc001ffg.4
##   -------
##   seqinfo: 455 sequences (1 circular) from hg38 genome

HsCHRNB3=“1142”

hschrn_txs$`1142`
## GRanges object with 3 ranges and 2 metadata columns:
##       seqnames            ranges strand |     tx_id     tx_name
##          <Rle>         <IRanges>  <Rle> | <integer> <character>
##   [1]     chr8 42697376-42708758      + |     73614  uc064mmv.1
##   [2]     chr8 42697376-42710435      + |     73615  uc064mmw.1
##   [3]     chr8 42697419-42737407      + |     73616  uc003xpi.2
##   -------
##   seqinfo: 455 sequences (1 circular) from hg38 genome

HsCHRNB4=“1143”

hschrn_txs$`1143`
## GRanges object with 4 ranges and 2 metadata columns:
##       seqnames            ranges strand |     tx_id     tx_name
##          <Rle>         <IRanges>  <Rle> | <integer> <character>
##   [1]    chr15 78624119-78641245      - |    129025  uc002bed.2
##   [2]    chr15 78624408-78641245      - |    129026  uc002bee.2
##   [3]    chr15 78629353-78660532      - |    129027  uc059mfg.1
##   [4]    chr15 78631062-78720286      - |    129028  uc059mfh.1
##   -------
##   seqinfo: 455 sequences (1 circular) from hg38 genome

HsCHRNG=“1144”

hschrn_txs$`1144`
## GRanges object with 6 ranges and 2 metadata columns:
##       seqnames              ranges strand |     tx_id     tx_name
##          <Rle>           <IRanges>  <Rle> | <integer> <character>
##   [1]     chr2 232525993-232536667      + |     22358  uc021vyi.3
##   [2]     chr2 232526160-232528913      + |     22359  uc061tpi.1
##   [3]     chr2 232526160-232536665      + |     22360  uc010zmg.3
##   [4]     chr2 232526184-232535838      + |     22361  uc002vsw.5
##   [5]     chr2 232526188-232531627      + |     22362  uc061tpj.1
##   [6]     chr2 232526191-232535345      + |     22363  uc061tpk.1
##   -------
##   seqinfo: 455 sequences (1 circular) from hg38 genome

HsCHRND=“1145”

hschrn_txs$`1145`
## GRanges object with 3 ranges and 2 metadata columns:
##       seqnames          ranges strand |     tx_id     tx_name
##          <Rle>       <IRanges>  <Rle> | <integer> <character>
##   [1]    chr17 4897774-4903074      - |    145299  uc002fzk.2
##   [2]    chr17 4898057-4901811      - |    145300  uc059zxd.1
##   [3]    chr17 4901009-4902630      - |    145301  uc059zxe.1
##   -------
##   seqinfo: 455 sequences (1 circular) from hg38 genome

HsCHRNE=“1146”

hschrn_txs$`1146`
## GRanges object with 3 ranges and 2 metadata columns:
##       seqnames              ranges strand |     tx_id     tx_name
##          <Rle>           <IRanges>  <Rle> | <integer> <character>
##   [1]     chr2 232539727-232541882      + |     22364  uc010fyd.4
##   [2]     chr2 232539727-232546403      + |     22365  uc002vsx.1
##   [3]     chr2 232539748-232545716      + |     22366  uc010fye.2
##   -------
##   seqinfo: 455 sequences (1 circular) from hg38 genome

Make a dataframe of all the infomation

hschrn_txs_df <- data.frame(hschrn_txs)
hschrn_txs_df
##    group group_name             seqnames     start       end  width strand
## 1      1       1134                 chr2 174747592 174764472  16881      -
## 2      1       1134                 chr2 174747660 174764461  16802      -
## 3      1       1134                 chr2 174747810 174764412  16603      -
## 4      1       1134                 chr2 174747810 174764412  16603      -
## 5      1       1134                 chr2 174747810 174764412  16603      -
## 6      1       1134                 chr2 174752755 174764453  11699      -
## 7      2       1135                 chr8  27459761  27479296  19536      -
## 8      2       1135                 chr8  27460576  27467517   6942      -
## 9      2       1135                 chr8  27461098  27479013  17916      -
## 10     2       1135                 chr8  27461098  27479214  18117      -
## 11     2       1135                 chr8  27461603  27478851  17249      -
## 12     2       1135                 chr8  27463628  27469408   5781      -
## 13     2       1135                 chr8  27469349  27479883  10535      -
## 14     2       1135                 chr8  27469812  27478929   9118      -
## 15     2       1135                 chr8  27469905  27475502   5598      -
## 16     2       1135                 chr8  27471002  27479857   8856      -
## 17     2       1135                 chr8  27471140  27479291   8152      -
## 18     3       1136                chr15  78593052  78596732   3681      -
## 19     3       1136                chr15  78593052  78620863  27812      -
## 20     3       1136                chr15  78593052  78621295  28244      -
## 21     3       1136                chr15  78595305  78621179  25875      -
## 22     3       1136                chr15  78601776  78607524   5749      -
## 23     3       1136                chr15  78618380  78620789   2410      -
## 24     3       1136                chr15  78618630  78619278    649      -
## 25     3       1136                chr15  78618849  78620261   1413      -
## 26     4       1137                chr20  63343223  63361343  18121      -
## 27     4       1137                chr20  63343310  63361396  18087      -
## 28     4       1137                chr20  63344069  63377993  33925      -
## 29     4       1137                chr20  63346594  63359699  13106      -
## 30     4       1137                chr20  63346594  63361304  14711      -
## 31     4       1137                chr20  63346594  63361304  14711      -
## 32     4       1137                chr20  63350908  63361190  10283      -
## 33     5       1138                chr15  78565520  78595269  29750      +
## 34     5       1138                chr15  78565571  78593535  27965      +
## 35     5       1138                chr15  78580890  78593274  12385      +
## 36     5       1138                chr15  78590362  78593701   3340      +
## 37     6       8973                 chr8  42752620  42768786  16167      -
## 38     6       8973                 chr8  42752927  42768610  15684      -
## 39     6       8973                 chr8  42756629  42796392  39764      -
## 40     6       8973                 chr8  42756940  42768632  11693      -
## 41     6       8973                 chr8  42764973  42768648   3676      -
## 42     7       1139                chr15  32030488  32168848 138361      +
## 43     7       1139                chr15  32030498  32172521 142024      +
## 44     7       1139                chr15  32030556  32168888 138333      +
## 45     7       1139 chr15_KI270905v1_alt   4315611   4454253 138643      +
## 46     8      55584                 chr4  40335329  40355217  19889      +
## 47     8      55584                 chr4  40337286  40348139  10854      +
## 48     8      55584                 chr4  40349587  40354094   4508      +
## 49     9      57053                chr11   3665587   3671384   5798      -
## 50     9      57053                chr11   3666036   3671367   5332      -
## 51     9      57053                chr11   3666036   3671367   5332      -
## 52     9      57053                chr11   3668500   3669887   1388      -
## 53    10       1140                chr17   7445061   7457707  12647      +
## 54    10       1140                chr17   7445064   7447089   2026      +
## 55    10       1140                chr17   7445108   7445774    667      +
## 56    10       1140                chr17   7445339   7455860  10522      +
## 57    10       1140                chr17   7445503   7456926  11424      +
## 58    10       1140                chr17   7445531   7457315  11785      +
## 59    10       1140                chr17   7445543   7455689  10147      +
## 60    10       1140                chr17   7455594   7457329   1736      +
## 61    11       1141                 chr1 154567781 154580026  12246      +
## 62    12       1142                 chr8  42697376  42708758  11383      +
## 63    12       1142                 chr8  42697376  42710435  13060      +
## 64    12       1142                 chr8  42697419  42737407  39989      +
## 65    13       1143                chr15  78624119  78641245  17127      -
## 66    13       1143                chr15  78624408  78641245  16838      -
## 67    13       1143                chr15  78629353  78660532  31180      -
## 68    13       1143                chr15  78631062  78720286  89225      -
## 69    14       1145                chr17   4897774   4903074   5301      -
## 70    14       1145                chr17   4898057   4901811   3755      -
## 71    14       1145                chr17   4901009   4902630   1622      -
## 72    15       1146                 chr2 232539727 232541882   2156      +
## 73    15       1146                 chr2 232539727 232546403   6677      +
## 74    15       1146                 chr2 232539748 232545716   5969      +
## 75    16       1144                 chr2 232525993 232536667  10675      +
## 76    16       1144                 chr2 232526160 232528913   2754      +
## 77    16       1144                 chr2 232526160 232536665  10506      +
## 78    16       1144                 chr2 232526184 232535838   9655      +
## 79    16       1144                 chr2 232526188 232531627   5440      +
## 80    16       1144                 chr2 232526191 232535345   9155      +
##     tx_id    tx_name
## 1   27362 uc002uje.3
## 2   27363 uc002ujd.3
## 3   27364 uc061pvt.1
## 4   27365 uc061pvu.1
## 5   27366 uc061pvv.1
## 6   27367 uc002ujf.6
## 7   76287 uc010lur.5
## 8   76288 uc064lkz.1
## 9   76289 uc064lla.2
## 10  76290 uc064llb.1
## 11  76291 uc011lal.4
## 12  76292 uc064llc.1
## 13  76293 uc064lld.1
## 14  76294 uc064lle.1
## 15  76295 uc064llg.1
## 16  76296 uc064llh.1
## 17  76297 uc284qjn.1
## 18 129016 uc010blg.3
## 19 129017 uc059mfa.1
## 20 129018 uc002beb.4
## 21 129019 uc002bec.4
## 22 129021 uc059mfc.1
## 23 129022 uc059mfd.1
## 24 129023 uc059mfe.1
## 25 129024 uc059mff.1
## 26 170358 uc002yes.4
## 27 170359 uc010gke.2
## 28 170360 uc061ymb.1
## 29 170362 uc061ymd.1
## 30 170363 uc061yme.1
## 31 170364 uc061ymf.1
## 32 170366 uc061ymh.1
## 33 125566 uc002bdy.3
## 34 125567 uc059mew.1
## 35 125568 uc059mex.1
## 36 125569 uc059mez.1
## 37  76718 uc003xpj.5
## 38  76719 uc011lcw.4
## 39  76720 uc064mmy.1
## 40  76721 uc064mmz.1
## 41  76722 uc064mna.1
## 42 123436 uc021sic.3
## 43 123437 uc001zft.5
## 44 123438 uc059hdo.1
## 45 193611 uc032dkm.2
## 46  41624 uc003gva.2
## 47  41625 uc062wdd.1
## 48  41626 uc062wde.1
## 49  97393 uc001lyf.3
## 50  97394 uc057ycm.1
## 51  97395 uc057ycn.1
## 52  97396 uc057yco.1
## 53 139651 uc002ghb.4
## 54 139652 uc060apn.1
## 55 139653 uc060apo.1
## 56 139654 uc060app.1
## 57 139655 uc010vty.3
## 58 139656 uc060apq.1
## 59 139657 uc010vtz.2
## 60 139658 uc060apr.1
## 61   5240 uc001ffg.4
## 62  73614 uc064mmv.1
## 63  73615 uc064mmw.1
## 64  73616 uc003xpi.2
## 65 129025 uc002bed.2
## 66 129026 uc002bee.2
## 67 129027 uc059mfg.1
## 68 129028 uc059mfh.1
## 69 145299 uc002fzk.2
## 70 145300 uc059zxd.1
## 71 145301 uc059zxe.1
## 72  22364 uc010fyd.4
## 73  22365 uc002vsx.1
## 74  22366 uc010fye.2
## 75  22358 uc021vyi.3
## 76  22359 uc061tpi.1
## 77  22360 uc010zmg.3
## 78  22361 uc002vsw.5
## 79  22362 uc061tpj.1
## 80  22363 uc061tpk.1
dim(hschrn_txs_df)
## [1] 80  9