Last data update: 2014.03.03

R: Full genome sequences for Homo sapiens (GRCh38)
BSgenome.Hsapiens.NCBI.GRCh38R Documentation

Full genome sequences for Homo sapiens (GRCh38)

Description

Full genome sequences for Homo sapiens (Human) as provided by NCBI (GRCh38, 2013-12-17) and stored in Biostrings objects.

Note

This BSgenome data package was made from the following source data files:

GCA_000001405.15_GRCh38_top-level.fna.gz from ftp://ftp.ncbi.nlm.nih.gov/genbank/genomes/Eukaryotes/vertebrates_mammals/Homo_sapiens/GRCh38
  

See ?BSgenomeForge and the BSgenomeForge vignette (vignette("BSgenomeForge")) in the BSgenome software package for how to make a BSgenome data package.

Author(s)

The Bioconductor Dev Team

See Also

  • BSgenome objects and the available.genomes function in the BSgenome software package.

  • DNAString objects in the Biostrings package.

  • The BSgenomeForge vignette (vignette("BSgenomeForge")) in the BSgenome software package for how to make a BSgenome data package.

Examples

BSgenome.Hsapiens.NCBI.GRCh38
genome <- BSgenome.Hsapiens.NCBI.GRCh38
seqlengths(genome)
genome[["1"]]

## ---------------------------------------------------------------------
## Genome-wide motif searching
## ---------------------------------------------------------------------
## See the GenomeSearching vignette in the BSgenome software
## package for some examples of genome-wide motif searching using
## Biostrings and the BSgenome data packages:
if (interactive())
    vignette("GenomeSearching", package="BSgenome")

Results


R version 3.3.1 (2016-06-21) -- "Bug in Your Hair"
Copyright (C) 2016 The R Foundation for Statistical Computing
Platform: x86_64-pc-linux-gnu (64-bit)

R is free software and comes with ABSOLUTELY NO WARRANTY.
You are welcome to redistribute it under certain conditions.
Type 'license()' or 'licence()' for distribution details.

R is a collaborative project with many contributors.
Type 'contributors()' for more information and
'citation()' on how to cite R or R packages in publications.

Type 'demo()' for some demos, 'help()' for on-line help, or
'help.start()' for an HTML browser interface to help.
Type 'q()' to quit R.

> library(BSgenome.Hsapiens.NCBI.GRCh38)
Loading required package: BSgenome
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, xtabs

The following objects are masked from 'package:base':

    Filter, Find, Map, Position, Reduce, anyDuplicated, append,
    as.data.frame, cbind, colnames, do.call, duplicated, eval, evalq,
    get, grep, grepl, intersect, is.unsorted, lapply, lengths, mapply,
    match, mget, order, paste, pmax, pmax.int, pmin, pmin.int, rank,
    rbind, rownames, sapply, setdiff, sort, table, tapply, union,
    unique, unsplit

Loading required package: S4Vectors
Loading required package: stats4

Attaching package: 'S4Vectors'

The following objects are masked from 'package:base':

    colMeans, colSums, expand.grid, rowMeans, rowSums

Loading required package: IRanges
Loading required package: GenomeInfoDb
Loading required package: GenomicRanges
Loading required package: Biostrings
Loading required package: XVector
Loading required package: rtracklayer
> png(filename="/home/ddbj/snapshot/RGM3/R_BC/result/BSgenome.Hsapiens.NCBI.GRCh38/package.Rd_%03d_medium.png", width=480, height=480)
> ### Name: BSgenome.Hsapiens.NCBI.GRCh38
> ### Title: Full genome sequences for Homo sapiens (GRCh38)
> ### Aliases: BSgenome.Hsapiens.NCBI.GRCh38-package
> ###   BSgenome.Hsapiens.NCBI.GRCh38 Hsapiens
> ### Keywords: package data
> 
> ### ** Examples
> 
> BSgenome.Hsapiens.NCBI.GRCh38
Human genome:
# organism: Homo sapiens (Human)
# provider: NCBI
# provider version: GRCh38
# release date: 2013-12-17
# release name: Genome Reference Consortium Human Build 38
# 455 sequences:
#   1                                  2                                 
#   3                                  4                                 
#   5                                  6                                 
#   7                                  8                                 
#   9                                  10                                
#   ...                                ...                               
#   HSCHR19KIR_FH05_B_HAP_CTG3_1       HSCHR19KIR_FH06_A_HAP_CTG3_1      
#   HSCHR19KIR_FH06_BA1_HAP_CTG3_1     HSCHR19KIR_FH08_A_HAP_CTG3_1      
#   HSCHR19KIR_FH08_BAX_HAP_CTG3_1     HSCHR19KIR_FH13_A_HAP_CTG3_1      
#   HSCHR19KIR_FH13_BA2_HAP_CTG3_1     HSCHR19KIR_FH15_A_HAP_CTG3_1      
#   HSCHR19KIR_RP5_B_HAP_CTG3_1                                          
# (use 'seqnames()' to see all the sequence names, use the '$' or '[[' operator
# to access a given sequence)
> genome <- BSgenome.Hsapiens.NCBI.GRCh38
> seqlengths(genome)
                                 1                                  2 
                         248956422                          242193529 
                                 3                                  4 
                         198295559                          190214555 
                                 5                                  6 
                         181538259                          170805979 
                                 7                                  8 
                         159345973                          145138636 
                                 9                                 10 
                         138394717                          133797422 
                                11                                 12 
                         135086622                          133275309 
                                13                                 14 
                         114364328                          107043718 
                                15                                 16 
                         101991189                           90338345 
                                17                                 18 
                          83257441                           80373285 
                                19                                 20 
                          58617616                           64444167 
                                21                                 22 
                          46709983                           50818468 
                                 X                                  Y 
                         156040895                           57227415 
                                MT            HSCHR1_CTG1_UNLOCALIZED 
                             16569                             175055 
           HSCHR1_CTG2_UNLOCALIZED            HSCHR1_CTG3_UNLOCALIZED 
                             32032                             127682 
           HSCHR1_CTG4_UNLOCALIZED            HSCHR1_CTG5_UNLOCALIZED 
                             66860                              40176 
           HSCHR1_CTG6_UNLOCALIZED            HSCHR1_CTG7_UNLOCALIZED 
                             42210                             176043 
           HSCHR1_CTG8_UNLOCALIZED            HSCHR1_CTG9_UNLOCALIZED 
                             40745                              41717 
                HSCHR2_RANDOM_CTG1                 HSCHR2_RANDOM_CTG2 
                            161471                             153799 
                     HSCHR3UN_CTG2                 HSCHR4_RANDOM_CTG4 
                            155397                             209709 
                HSCHR5_RANDOM_CTG1            HSCHR9_UNLOCALIZED_CTG1 
                             92689                              40062 
           HSCHR9_UNLOCALIZED_CTG2            HSCHR9_UNLOCALIZED_CTG3 
                             38054                             176845 
           HSCHR9_UNLOCALIZED_CTG4           HSCHR11_CTG1_UNLOCALIZED 
                             39050                             100316 
          HSCHR14_CTG1_UNLOCALIZED           HSCHR14_CTG2_UNLOCALIZED 
                            201709                             211173 
          HSCHR14_CTG3_UNLOCALIZED           HSCHR14_CTG4_UNLOCALIZED 
                            194050                             191469 
          HSCHR14_CTG5_UNLOCALIZED           HSCHR14_CTG6_UNLOCALIZED 
                             38115                              39555 
          HSCHR14_CTG7_UNLOCALIZED           HSCHR14_CTG8_UNLOCALIZED 
                            172810                              43739 
               HSCHR15_RANDOM_CTG1                HSCHR16_RANDOM_CTG1 
                            448248                            1872759 
               HSCHR17_RANDOM_CTG3                HSCHR17_RANDOM_CTG4 
                            185591                             280839 
               HSCHR17_RANDOM_CTG5           HSCHR22_UNLOCALIZED_CTG1 
                            112551                             150754 
          HSCHR22_UNLOCALIZED_CTG2           HSCHR22_UNLOCALIZED_CTG3 
                             41543                             179772 
          HSCHR22_UNLOCALIZED_CTG4           HSCHR22_UNLOCALIZED_CTG5 
                            165050                              42811 
          HSCHR22_UNLOCALIZED_CTG6           HSCHR22_UNLOCALIZED_CTG7 
                            181920                             103838 
          HSCHR22_UNLOCALIZED_CTG8           HSCHR22_UNLOCALIZED_CTG9 
                             99375                              73985 
                HSCHRY_RANDOM_CTG1                 HSCHRUN_RANDOM_100 
                             37240                               2274 
                HSCHRUN_RANDOM_101                 HSCHRUN_RANDOM_102 
                              2165                               1942 
                HSCHRUN_RANDOM_103                 HSCHRUN_RANDOM_104 
                              1472                              21476 
                HSCHRUN_RANDOM_105                 HSCHRUN_RANDOM_106 
                              4416                               1201 
                HSCHRUN_RANDOM_107                 HSCHRUN_RANDOM_108 
                              1444                               2276 
                HSCHRUN_RANDOM_109                 HSCHRUN_RANDOM_110 
                               998                              12399 
                HSCHRUN_RANDOM_111                 HSCHRUN_RANDOM_112 
                             37690                               1179 
                HSCHRUN_RANDOM_113                 HSCHRUN_RANDOM_114 
                              2646                               2489 
                HSCHRUN_RANDOM_115                 HSCHRUN_RANDOM_116 
                              1029                               2145 
                HSCHRUN_RANDOM_117                 HSCHRUN_RANDOM_118 
                              2321                               2140 
                HSCHRUN_RANDOM_119                 HSCHRUN_RANDOM_120 
                              2043                               1445 
                HSCHRUN_RANDOM_121                 HSCHRUN_RANDOM_122 
                               981                               1884 
                HSCHRUN_RANDOM_123                 HSCHRUN_RANDOM_124 
                              1361                             392061 
                HSCHRUN_RANDOM_125                 HSCHRUN_RANDOM_126 
                              1233                               1774 
                HSCHRUN_RANDOM_127                 HSCHRUN_RANDOM_128 
                              3920                              92983 
                HSCHRUN_RANDOM_129                 HSCHRUN_RANDOM_130 
                            112505                               4055 
                HSCHRUN_RANDOM_131                 HSCHRUN_RANDOM_132 
                              2415                               2318 
                HSCHRUN_RANDOM_133                 HSCHRUN_RANDOM_134 
                              2186                               1951 
                HSCHRUN_RANDOM_135                 HSCHRUN_RANDOM_136 
                              1300                              22689 
                HSCHRUN_RANDOM_137                 HSCHRUN_RANDOM_138 
                            138126                               5674 
                HSCHRUN_RANDOM_139                 HSCHRUN_RANDOM_140 
                              8127                               6361 
                HSCHRUN_RANDOM_141                 HSCHRUN_RANDOM_142 
                              5353                               3253 
                HSCHRUN_RANDOM_143                 HSCHRUN_RANDOM_144 
                              1899                               2983 
                HSCHRUN_RANDOM_145                 HSCHRUN_RANDOM_146 
                              2168                                993 
                HSCHRUN_RANDOM_147                 HSCHRUN_RANDOM_148 
                             91309                               1202 
                HSCHRUN_RANDOM_149                 HSCHRUN_RANDOM_154 
                              1599                               1400 
                HSCHRUN_RANDOM_155                 HSCHRUN_RANDOM_156 
                              2969                               1553 
                HSCHRUN_RANDOM_157                 HSCHRUN_RANDOM_158 
                              7046                              31033 
                HSCHRUN_RANDOM_159                 HSCHRUN_RANDOM_160 
                             44474                               4685 
                HSCHRUN_RANDOM_161                 HSCHRUN_RANDOM_162 
                              4513                               6504 
                HSCHRUN_RANDOM_163                 HSCHRUN_RANDOM_164 
                              6158                               3041 
                HSCHRUN_RANDOM_165                 HSCHRUN_RANDOM_166 
                              5796                               1652 
                HSCHRUN_RANDOM_167                 HSCHRUN_RANDOM_168 
                              1040                               1368 
                HSCHRUN_RANDOM_169                 HSCHRUN_RANDOM_170 
                              2699                               1048 
                HSCHRUN_RANDOM_171                 HSCHRUN_RANDOM_172 
                              1428                               1428 
                HSCHRUN_RANDOM_173                 HSCHRUN_RANDOM_174 
                              1026                               1121 
                HSCHRUN_RANDOM_175                 HSCHRUN_RANDOM_176 
                              1803                               2855 
                HSCHRUN_RANDOM_177                 HSCHRUN_RANDOM_178 
                              3530                               8320 
                HSCHRUN_RANDOM_179                 HSCHRUN_RANDOM_180 
                              1048                               1045 
                HSCHRUN_RANDOM_181                 HSCHRUN_RANDOM_182 
                              1298                               2387 
                HSCHRUN_RANDOM_183                 HSCHRUN_RANDOM_184 
                              1537                               1143 
                HSCHRUN_RANDOM_185                 HSCHRUN_RANDOM_186 
                              1880                               1216 
                HSCHRUN_RANDOM_187                 HSCHRUN_RANDOM_188 
                               970                               1788 
                HSCHRUN_RANDOM_189                 HSCHRUN_RANDOM_190 
                              1484                               1750 
                HSCHRUN_RANDOM_191                 HSCHRUN_RANDOM_192 
                              1308                               1658 
                HSCHRUN_RANDOM_193                 HSCHRUN_RANDOM_194 
                               971                               1930 
                HSCHRUN_RANDOM_195                 HSCHRUN_RANDOM_196 
                               990                               4215 
                HSCHRUN_RANDOM_197                 HSCHRUN_RANDOM_198 
                              1136                               2656 
                HSCHRUN_RANDOM_199                 HSCHRUN_RANDOM_200 
                              1650                               1451 
                HSCHRUN_RANDOM_201                 HSCHRUN_RANDOM_202 
                              2378                               2805 
                HSCHRUN_RANDOM_203                 HSCHRUN_RANDOM_204 
                              7992                               7642 
               HSCHRUN_RANDOM_CTG1               HSCHRUN_RANDOM_CTG10 
                            182896                             179198 
              HSCHRUN_RANDOM_CTG11               HSCHRUN_RANDOM_CTG16 
                            161802                             179693 
              HSCHRUN_RANDOM_CTG17               HSCHRUN_RANDOM_CTG19 
                            157432                              15008 
               HSCHRUN_RANDOM_CTG2               HSCHRUN_RANDOM_CTG20 
                            164239                             210658 
              HSCHRUN_RANDOM_CTG21               HSCHRUN_RANDOM_CTG22 
                            168472                              41891 
              HSCHRUN_RANDOM_CTG23               HSCHRUN_RANDOM_CTG24 
                             66486                             198735 
              HSCHRUN_RANDOM_CTG25               HSCHRUN_RANDOM_CTG26 
                             93321                             158759 
              HSCHRUN_RANDOM_CTG27               HSCHRUN_RANDOM_CTG28 
                            148850                             150742 
              HSCHRUN_RANDOM_CTG29               HSCHRUN_RANDOM_CTG30 
                             27745                              62944 
              HSCHRUN_RANDOM_CTG33               HSCHRUN_RANDOM_CTG34 
                             40191                              36723 
              HSCHRUN_RANDOM_CTG35               HSCHRUN_RANDOM_CTG36 
                             79590                              71251 
               HSCHRUN_RANDOM_CTG4               HSCHRUN_RANDOM_CTG42 
                            137718                             186739 
               HSCHRUN_RANDOM_CTG6                HSCHRUN_RANDOM_CTG9 
                            176608                             161147 
                     HSCHR1_1_CTG3                      HSCHR1_2_CTG3 
                            354444                             256271 
                    HSCHR1_1_CTG11                     HSCHR1_4_CTG31 
                            109528                             185285 
                    HSCHR1_1_CTG31                     HSCHR1_2_CTG31 
                            182439                             110268 
                    HSCHR1_3_CTG31                   HSCHR1_4_CTG32_1 
                            366580                              50258 
                  HSCHR1_3_CTG32_1                   HSCHR1_1_CTG32_1 
                            911658                             425601 
                  HSCHR1_2_CTG32_1                      HSCHR2_2_CTG1 
                            165834                             136240 
                     HSCHR2_3_CTG1                      HSCHR2_4_CTG1 
                             70887                             223625 
                     HSCHR2_1_CTG1                      HSCHR2_1_CTG5 
                            120616                             143390 
                     HSCHR2_1_CTG7                    HSCHR2_5_CTG7_2 
                            133041                             138019 
                   HSCHR2_4_CTG7_2                    HSCHR2_3_CTG7_2 
                            110395                             110099 
                   HSCHR2_2_CTG7_2                    HSCHR2_1_CTG7_2 
                             96131                             123821 
                    HSCHR2_3_CTG15                     HSCHR2_1_CTG15 
                            174166                             161578 
                     HSCHR3_1_CTG1                      HSCHR3_3_CTG1 
                            173151                             109187 
                   HSCHR3_4_CTG2_1                    HSCHR3_1_CTG2_1 
                            224108                             180671 
                   HSCHR3_2_CTG2_1                    HSCHR3_3_CTG2_1 
                            173649                             248252 
                   HSCHR3_5_CTG2_1                      HSCHR3_1_CTG3 
                            113034                             205312 
                     HSCHR3_2_CTG3                      HSCHR3_9_CTG3 
                            162429                             184404 
                     HSCHR4_1_CTG4                      HSCHR4_1_CTG6 
                            220246                             376187 
                   HSCHR4_1_CTG8_1                      HSCHR4_1_CTG9 
                            111943                             586476 
                    HSCHR4_4_CTG12                     HSCHR4_1_CTG12 
                            158965                             164536 
                    HSCHR4_2_CTG12                     HSCHR4_5_CTG12 
                            119912                             205944 
                    HSCHR4_3_CTG12                      HSCHR5_5_CTG1 
                            244096                             126136 
                     HSCHR5_4_CTG1                      HSCHR5_3_CTG1 
                            179043                             195710 
                     HSCHR5_1_CTG1                      HSCHR5_2_CTG1 
                             82728                             226852 
                     HSCHR5_6_CTG1                    HSCHR5_2_CTG1_1 
                            164558                            1612928 
                   HSCHR5_3_CTG1_1                    HSCHR5_4_CTG1_1 
                            101241                             172708 
                     HSCHR5_1_CTG5                      HSCHR5_2_CTG5 
                            173459                             131892 
               HSCHR6_MHC_APD_CTG1                      HSCHR6_1_CTG7 
                           4672374                             175808 
                     HSCHR6_1_CTG6                      HSCHR6_1_CTG2 
                            152148                             124736 
                     HSCHR6_1_CTG8                      HSCHR6_1_CTG9 
                            870480                              75005 
                     HSCHR6_1_CTG3                      HSCHR6_1_CTG4 
                            185823                             197536 
                     HSCHR6_1_CTG5                      HSCHR7_1_CTG1 
                            271782                             157952 
                   HSCHR7_2_CTG4_4                    HSCHR7_1_CTG4_4 
                            209586                             158166 
                     HSCHR7_1_CTG6                      HSCHR7_2_CTG6 
                            119183                            1111570 
                     HSCHR7_3_CTG6                      HSCHR7_2_CTG7 
                            271455                             126434 
                     HSCHR7_1_CTG7                      HSCHR8_4_CTG1 
                            209988                             145606 
                     HSCHR8_2_CTG1                      HSCHR8_1_CTG1 
                            282736                             292436 
                     HSCHR8_8_CTG1                      HSCHR8_3_CTG1 
                            985506                             300230 
                     HSCHR8_9_CTG1                      HSCHR8_1_CTG6 
                            624492                             141812 
                     HSCHR8_1_CTG7                      HSCHR8_5_CTG7 
                            374415                             133535 
                     HSCHR8_6_CTG7                      HSCHR8_4_CTG7 
                             36640                             158983 
                     HSCHR8_3_CTG7                      HSCHR8_2_CTG7 
                            305841                             132244 
                     HSCHR9_1_CTG1                      HSCHR9_1_CTG2 
                            162988                              71551 
                     HSCHR9_1_CTG3                      HSCHR9_1_CTG4 
                            171286                              60032 
                     HSCHR9_1_CTG5                     HSCHR10_1_CTG1 
                            439082                             179254 
                    HSCHR10_1_CTG3                     HSCHR10_1_CTG2 
                            181496                             309802 
                    HSCHR10_1_CTG4                     HSCHR11_1_CTG8 
                            188315                             210133 
                    HSCHR11_1_CTG6                     HSCHR11_1_CTG7 
                            177092                             296895 
                    HSCHR11_1_CTG5                   HSCHR11_1_CTG1_1 
                            204059                             154407 
            HG142_HG150_NOVEL_TEST                   HG151_NOVEL_TEST 
                            200998                             191409 
                    HSCHR11_1_CTG3                     HSCHR11_1_CTG2 
                             67707                             186169 
                    HSCHR12_1_CTG1                     HSCHR12_2_CTG2 
                            167313                             408271 
                    HSCHR12_5_CTG2                     HSCHR12_1_CTG2 
                             40090                             120804 
                    HSCHR12_4_CTG2                   HSCHR12_1_CTG2_1 
                            238139                             169178 
                  HSCHR12_2_CTG2_1                   HSCHR12_3_CTG2_1 
                            138655                             152874 
                  HSCHR12_6_CTG2_1                   HSCHR12_4_CTG2_1 
                            119498                             184319 
                  HSCHR12_5_CTG2_1                   HSCHR12_7_CTG2_1 
                             76061                              56134 
                    HSCHR13_1_CTG3                     HSCHR13_1_CTG2 
                            191684                             180306 
                    HSCHR13_1_CTG6                     HSCHR13_1_CTG4 
                            103832                             169134 
                    HSCHR13_1_CTG1                     HSCHR13_1_CTG5 
                            306913                              37287 
                    HSCHR14_1_CTG1                     HSCHR14_7_CTG1 
                            322166                            1511111 
                    HSCHR14_2_CTG1                     HSCHR14_3_CTG1 
                            180703                            1351393 
                    HSCHR15_1_CTG1                     HSCHR15_3_CTG3 
                            478999                             263054 
                    HSCHR15_1_CTG3                     HSCHR15_1_CTG8 
                            327382                             296527 
                    HSCHR15_3_CTG8                     HSCHR15_2_CTG8 
                            244917                             388773 
                    HSCHR15_5_CTG8                       HSCHR16_CTG2 
                            430880                             134193 
                    HSCHR16_4_CTG1                     HSCHR16_3_CTG1 
                             63982                             232857 
                    HSCHR16_1_CTG1                   HSCHR16_1_CTG3_1 
                           2659700                             192462 
                  HSCHR16_2_CTG3_1                     HSCHR17_1_CTG1 
                             89672                             375691 
                    HSCHR17_2_CTG2                     HSCHR17_1_CTG2 
                            391357                             196688 
                    HSCHR17_7_CTG4                     HSCHR17_4_CTG4 
                           2877074                             278131 
                    HSCHR17_5_CTG4                     HSCHR17_1_CTG4 
                             70345                             133151 
                    HSCHR17_1_CTG5                     HSCHR17_2_CTG4 
                           1821992                             223995 
                    HSCHR17_8_CTG4                     HSCHR17_9_CTG4 
                            235827                             108763 
                    HSCHR17_3_CTG4                     HSCHR17_1_CTG9 
                             90219                             178921 
                  HSCHR18_4_CTG1_1                   HSCHR18_1_CTG1_1 
                            111737                             289831 
                  HSCHR18_2_CTG1_1                     HSCHR18_2_CTG2 
                            164789                             198278 
                    HSCHR18_1_CTG2                   HSCHR18_1_CTG2_1 
                            104552                             167950 
                  HSCHR18_2_CTG2_1                   HSCHR18_3_CTG2_1 
                            159547                             167999 
                    HSCHR19_5_CTG2                     HSCHR19_4_CTG2 
                             61734                              52969 
                    HSCHR19_1_CTG2                     HSCHR19_2_CTG2 
                            385657                             170222 
                    HSCHR19_3_CTG2                   HSCHR19_1_CTG3_1 
                            188024                             155864 
                  HSCHR19_2_CTG3_1                   HSCHR19_3_CTG3_1 
                             43156                             233762 
            HSCHR19LRC_COX1_CTG3_1                     HSCHR20_1_CTG1 
                            987716                             128386 
                    HSCHR20_1_CTG2                     HSCHR20_1_CTG4 
                            118774                              58661 
                    HSCHR20_1_CTG3                   HSCHR21_1_CTG1_1 
                            183433                              63917 
                  HSCHR21_8_CTG1_1                   HSCHR21_6_CTG1_1 
                            166743                             143900 
                  HSCHR21_2_CTG1_1                   HSCHR21_3_CTG1_1 
                            201197                              74653 
                  HSCHR21_4_CTG1_1                     HSCHR21_5_CTG2 
                            116689                              82692