1 Vraag 1: Finding Nemo

1.1 A3: Filters

Voor de biomart functie getBM heb je attributes en filters nodig die associëren met een bepaalde ensembl dataset. Voor de dataset “hsapiens_gene_ensembl” zijn er in totaal 448 filters. Schrijf een functie om een filter van dataset hsapiens_gene_ensembl te zoeken met een regex zoekterm. Bijvoorbeeld je wilt de dataset filteren voor bepaalde gen varianten en wilt opzoeken welke filters daarvoor aanwezig zijn je_functie(“variant”) geeft dan als output de geassocieerde filters:

  1. germ_line_variation_sou… limit to genes with germline variant data s…
  2. somatic_variation_source limit to genes with somatic variant sources
  3. with_validated_snp Variant supporting evidence

Test je functie met de zoekterm “nemo”. Welke filters zijn aanwezig?

h_sapiens <- useMart(biomart = "ensembl", dataset="hsapiens_gene_ensembl") 

findFilter <- function(pattern){
  searchFilters(h_sapiens, pattern)
}

findFilter("nemo")
##                        name                         description
## 253 with_aocellaris_homolog Orthologous Clown anemonefish Genes
filters <- listFilters(h_sapiens)
filters
##                                      name
## 1                         chromosome_name
## 2                                   start
## 3                                     end
## 4                              band_start
## 5                                band_end
## 6                            marker_start
## 7                              marker_end
## 8                           encode_region
## 9                                  strand
## 10                     chromosomal_region
## 11                           with_biogrid
## 12                              with_ccds
## 13                            with_chembl
## 14                            with_dbass3
## 15                            with_dbass5
## 16                 with_ens_hs_transcript
## 17                with_ens_hs_translation
## 18             with_entrezgene_trans_name
## 19                              with_embl
## 20                      with_arrayexpress
## 21                            with_genedb
## 22                                with_go
## 23                        with_goslim_goa
## 24                              with_hgnc
## 25                               with_hpa
## 26                        with_protein_id
## 27                       with_kegg_enzyme
## 28                      with_ens_lrg_gene
## 29                with_ens_lrg_transcript
## 30                            with_merops
## 31                          with_mim_gene
## 32                        with_mim_morbid
## 33                           with_mirbase
## 34                with_mirbase_trans_name
## 35                        with_entrezgene
## 36                               with_pdb
## 37                          with_reactome
## 38                     with_reactome_gene
## 39               with_reactome_transcript
## 40                       with_refseq_mrna
## 41             with_refseq_mrna_predicted
## 42                      with_refseq_ncrna
## 43            with_refseq_ncrna_predicted
## 44                    with_refseq_peptide
## 45          with_refseq_peptide_predicted
## 46                              with_rfam
## 47                   with_rfam_trans_name
## 48                        with_rnacentral
## 49                   with_hgnc_trans_name
## 50                              with_ucsc
## 51                           with_uniparc
## 52                        with_uniprot_gn
## 53                   with_uniprot_isoform
## 54                  with_uniprotswissprot
## 55                   with_uniprotsptrembl
## 56                          with_wikigene
## 57                        ensembl_gene_id
## 58                ensembl_gene_id_version
## 59                  ensembl_transcript_id
## 60          ensembl_transcript_id_version
## 61                     ensembl_peptide_id
## 62             ensembl_peptide_id_version
## 63                        ensembl_exon_id
## 64                     external_gene_name
## 65               external_transcript_name
## 66                       external_synonym
## 67                                biogrid
## 68                                   ccds
## 69                                 chembl
## 70                            dbass3_name
## 71                              dbass3_id
## 72                            dbass5_name
## 73                              dbass5_id
## 74                      ens_hs_transcript
## 75                     ens_hs_translation
## 76                  entrezgene_trans_name
## 77                                   embl
## 78                           arrayexpress
## 79                                 genedb
## 80                                     go
## 81                             goslim_goa
## 82                                hgnc_id
## 83                            hgnc_symbol
## 84                          hpa_accession
## 85                                 hpa_id
## 86                             protein_id
## 87                            kegg_enzyme
## 88                           ens_lrg_gene
## 89                     ens_lrg_transcript
## 90                                 merops
## 91                     mim_gene_accession
## 92                   mim_morbid_accession
## 93                      mirbase_accession
## 94                             mirbase_id
## 95                     mirbase_trans_name
## 96                   entrezgene_accession
## 97                          entrezgene_id
## 98                                    pdb
## 99                               reactome
## 100                         reactome_gene
## 101                   reactome_transcript
## 102                           refseq_mrna
## 103                 refseq_mrna_predicted
## 104                          refseq_ncrna
## 105                refseq_ncrna_predicted
## 106                        refseq_peptide
## 107              refseq_peptide_predicted
## 108                                  rfam
## 109                       rfam_trans_name
## 110                            rnacentral
## 111                       hgnc_trans_name
## 112                                  ucsc
## 113                               uniparc
## 114                     uniprot_gn_symbol
## 115                         uniprot_gn_id
## 116                       uniprot_isoform
## 117                      uniprotswissprot
## 118                       uniprotsptrembl
## 119                         wikigene_name
## 120                           wikigene_id
## 121                     with_affy_hc_g110
## 122                    with_affy_hg_focus
## 123                    with_affy_hg_u133a
## 124                  with_affy_hg_u133a_2
## 125                    with_affy_hg_u133b
## 126              with_affy_hg_u133_plus_2
## 127                     with_affy_hg_u95a
## 128                   with_affy_hg_u95av2
## 129                     with_affy_hg_u95b
## 130                     with_affy_hg_u95c
## 131                     with_affy_hg_u95d
## 132                     with_affy_hg_u95e
## 133                     with_affy_hta_2_0
## 134              with_affy_huex_1_0_st_v2
## 135                    with_affy_hugenefl
## 136            with_affy_hugene_1_0_st_v1
## 137            with_affy_hugene_2_0_st_v1
## 138                   with_affy_primeview
## 139                    with_affy_u133_x3p
## 140                  with_agilent_cgh_44b
## 141                 with_agilent_gpl26966
## 142                  with_agilent_gpl6848
## 143    with_agilent_sureprint_g3_ge_8x60k
## 144 with_agilent_sureprint_g3_ge_8x60k_v2
## 145              with_agilent_wholegenome
## 146     with_agilent_wholegenome_4x44k_v1
## 147     with_agilent_wholegenome_4x44k_v2
## 148                with_codelink_codelink
## 149           with_illumina_humanht_12_v3
## 150           with_illumina_humanht_12_v4
## 151           with_illumina_humanref_8_v3
## 152            with_illumina_humanwg_6_v1
## 153            with_illumina_humanwg_6_v2
## 154            with_illumina_humanwg_6_v3
## 155                 with_phalanx_onearray
## 156                          affy_hc_g110
## 157                         affy_hg_focus
## 158                         affy_hg_u133a
## 159                       affy_hg_u133a_2
## 160                         affy_hg_u133b
## 161                   affy_hg_u133_plus_2
## 162                          affy_hg_u95a
## 163                        affy_hg_u95av2
## 164                          affy_hg_u95b
## 165                          affy_hg_u95c
## 166                          affy_hg_u95d
## 167                          affy_hg_u95e
## 168                          affy_hta_2_0
## 169                   affy_huex_1_0_st_v2
## 170                         affy_hugenefl
## 171                 affy_hugene_1_0_st_v1
## 172                 affy_hugene_2_0_st_v1
## 173                        affy_primeview
## 174                         affy_u133_x3p
## 175                       agilent_cgh_44b
## 176                      agilent_gpl26966
## 177                       agilent_gpl6848
## 178         agilent_sureprint_g3_ge_8x60k
## 179      agilent_sureprint_g3_ge_8x60k_v2
## 180                   agilent_wholegenome
## 181          agilent_wholegenome_4x44k_v1
## 182          agilent_wholegenome_4x44k_v2
## 183                     codelink_codelink
## 184                illumina_humanht_12_v3
## 185                illumina_humanht_12_v4
## 186                illumina_humanref_8_v3
## 187                 illumina_humanwg_6_v1
## 188                 illumina_humanwg_6_v2
## 189                 illumina_humanwg_6_v3
## 190                      phalanx_onearray
## 191         transcript_count_greater_than
## 192            transcript_count_less_than
## 193                               biotype
## 194                    transcript_biotype
## 195                                source
## 196                     transcript_source
## 197                        transcript_tsl
## 198              transcript_gencode_basic
## 199                     transcript_appris
## 200               transcript_is_canonical
## 201                           mane_select
## 202                    mane_plus_clinical
## 203                 phenotype_description
## 204                      phenotype_source
## 205                        go_parent_term
## 206                        go_parent_name
## 207                      go_evidence_code
## 208                 with_hsapiens_paralog
## 209              with_cabingdonii_homolog
## 210              with_scaustralis_homolog
## 211                 with_mspretus_homolog
## 212                   with_vpacos_homolog
## 213                with_mmmarmota_homolog
## 214                 with_pformosa_homolog
## 215                  with_bbbison_homolog
## 216              with_uamericanus_homolog
## 217                   with_nvison_homolog
## 218             with_cdromedarius_homolog
## 219                 with_uparryii_homolog
## 220                with_smerianae_homolog
## 221            with_dnovemcinctus_homolog
## 222                with_sformosus_homolog
## 223                  with_gmorhua_homolog
## 224                with_charengus_homolog
## 225                   with_ssalar_homolog
## 226                 with_cporosus_homolog
## 227                with_lbergylta_homolog
## 228              with_lcalcarifer_homolog
## 229                  with_dleucas_homolog
## 230                with_spartitus_homolog
## 231                   with_rbieti_homolog
## 232                with_bmusculus_homolog
## 233             with_llaticaudata_homolog
## 234            with_sbboliviensis_homolog
## 235                with_ppaniscus_homolog
## 236                  with_strutta_homolog
## 237                 with_hburtoni_homolog
## 238               with_ogarnettii_homolog
## 239            with_cintestinalis_homolog
## 240                with_csavignyi_homolog
## 241                 with_celegans_homolog
## 242                   with_fcatus_homolog
## 243                 with_cwagneri_homolog
## 244                   with_cgobio_homolog
## 245               with_ipunctatus_homolog
## 246                  with_ggallus_homolog
## 247             with_ptroglodytes_homolog
## 248              with_cgchok1gshd_homolog
## 249                with_osinensis_homolog
## 250                with_psinensis_homolog
## 251             with_otshawytscha_homolog
## 252             with_atestudineus_homolog
## 253               with_aocellaris_homolog
## 254               with_lchalumnae_homolog
## 255                 with_okisutch_homolog
## 256              with_falbicollis_homolog
## 257                 with_scanaria_homolog
## 258                  with_ccarpio_homolog
## 259                 with_pmuralis_homolog
## 260                 with_vursinus_homolog
## 261               with_pcoquereli_homolog
## 262                  with_btaurus_homolog
## 263            with_mfascicularis_homolog
## 264                   with_odegus_homolog
## 265              with_dclupeoides_homolog
## 266                  with_cldingo_homolog
## 267             with_clfamiliaris_homolog
## 268               with_ttruncatus_homolog
## 269               with_bgrunniens_homolog
## 270                 with_eaasinus_homolog
## 271             with_mleucophaeus_homolog
## 272            with_dmelanogaster_homolog
## 273          with_applatyrhynchos_homolog
## 274                with_ptextilis_homolog
## 275              with_acalliptera_homolog
## 276              with_eelectricus_homolog
## 277                with_lafricana_homolog
## 278                   with_cmilii_homolog
## 279                with_svulgaris_homolog
## 280                  with_dlabrax_homolog
## 281                   with_mpfuro_homolog
## 282                with_trubripes_homolog
## 283             with_amelanoleuca_homolog
## 284              with_nleucogenys_homolog
## 285                  with_saurata_homolog
## 286                  with_chircus_homolog
## 287                 with_mauratus_homolog
## 288             with_acchrysaetos_homolog
## 289               with_rroxellana_homolog
## 290                 with_sgrahami_homolog
## 291                 with_cauratus_homolog
## 292                with_gevgoodei_homolog
## 293                 with_ggorilla_homolog
## 294                   with_pmajor_homolog
## 295                with_sdumerili_homolog
## 296                   with_psimus_homolog
## 297           with_rferrumequinum_homolog
## 298            with_acarolinensis_homolog
## 299               with_cporcellus_homolog
## 300              with_preticulata_homolog
## 301                 with_eburgeri_homolog
## 302               with_eeuropaeus_homolog
## 303                with_ecaballus_homolog
## 304                   with_hhucho_homolog
## 305                 with_bihybrid_homolog
## 306                with_pcapensis_homolog
## 307                    with_nnaja_homolog
## 308              with_omelastigma_homolog
## 309                 with_olatipes_homolog
## 310                with_cjaponica_homolog
## 311               with_ojavanicus_homolog
## 312              with_shabroptila_homolog
## 313                   with_dordii_homolog
## 314                with_pcinereus_homolog
## 315                 with_pmarinus_homolog
## 316                  with_lcrocea_homolog
## 317             with_lleishanense_homolog
## 318                  with_ppardus_homolog
## 319                 with_jjaculus_homolog
## 320                with_etelfairi_homolog
## 321                     with_pleo_homolog
## 322                with_clanigera_homolog
## 323                  with_clumpus_homolog
## 324               with_nbrichardi_homolog
## 325               with_anancymaae_homolog
## 326                 with_mmulatta_homolog
## 327                with_nscutatus_homolog
## 328                with_pnyererei_homolog
## 329              with_kmarmoratus_homolog
## 330                 with_cjacchus_homolog
## 331                  with_gfortis_homolog
## 332                with_pvampyrus_homolog
## 333               with_amexicanus_homolog
## 334               with_mlucifugus_homolog
## 335             with_acitrinellus_homolog
## 336                with_mmusculus_homolog
## 337                 with_mmurinus_homolog
## 338            with_fheteroclitus_homolog
## 339                 with_hgfemale_homolog
## 340               with_mmonoceros_homolog
## 341               with_oniloticus_homolog
## 342                with_pmbairdii_homolog
## 343                  with_elucius_homolog
## 344                  with_panubis_homolog
## 345               with_mdomestica_homolog
## 346                 with_apercula_homolog
## 347                  with_pabelii_homolog
## 348                 with_cpbellii_homolog
## 349              with_pkingsleyae_homolog
## 350                  with_sscrofa_homolog
## 351              with_mnemestrina_homolog
## 352                with_oprinceps_homolog
## 353              with_slucioperca_homolog
## 354                 with_mmurdjan_homolog
## 355          with_abrachyrhynchus_homolog
## 356               with_xmaculatus_homolog
## 357                with_oanatinus_homolog
## 358               with_umaritimus_homolog
## 359             with_mochrogaster_homolog
## 360               with_ocuniculus_homolog
## 361                  with_omykiss_homolog
## 362              with_rnorvegicus_homolog
## 363                  with_vvulpes_homolog
## 364               with_pnattereri_homolog
## 365             with_ecalabaricus_homolog
## 366                  with_mcaroli_homolog
## 367              with_scerevisiae_homolog
## 368               with_platipinna_homolog
## 369            with_oarambouillet_homolog
## 370              with_cvariegatus_homolog
## 371                 with_saraneus_homolog
## 372                  with_mpahari_homolog
## 373               with_bsplendens_homolog
## 374             with_mmoschiferus_homolog
## 375               with_choffmanni_homolog
## 376                    with_catys_homolog
## 377                 with_pcatodon_homolog
## 378            with_apolyacanthus_homolog
## 379                with_loculatus_homolog
## 380        with_itridecemlineatus_homolog
## 381              with_mspicilegus_homolog
## 382               with_gaculeatus_homolog
## 383                with_csyrichta_homolog
## 384                with_sharrisii_homolog
## 385            with_tnigroviridis_homolog
## 386              with_tctriunguis_homolog
## 387                with_ptaltaica_homolog
## 388                   with_hcomes_homolog
## 389              with_csemilaevis_homolog
## 390               with_tbelangeri_homolog
## 391              with_xtropicalis_homolog
## 392               with_spunctatus_homolog
## 393                 with_smaximus_homolog
## 394               with_mgallopavo_homolog
## 395                 with_nfurzeri_homolog
## 396                  with_ngalili_homolog
## 397                   with_psinus_homolog
## 398                 with_csabaeus_homolog
## 399                 with_neugenii_homolog
## 400                   with_bmutus_homolog
## 401           with_chyarkandensis_homolog
## 402               with_sldorsalis_homolog
## 403                 with_tguttata_homolog
## 404                   with_mzebra_homolog
## 405                   with_drerio_homolog
## 406                 with_marmatus_homolog
## 407                         with_interpro
## 408                              with_cdd
## 409                           with_gene3d
## 410                            with_hamap
## 411                       with_mobidblite
## 412                           with_ncoils
## 413                       with_hmmpanther
## 414                             with_pfam
## 415                            with_pirsf
## 416                           with_prints
## 417                      with_scanprosite
## 418                           with_pfscan
## 419                              with_seg
## 420                             with_sfld
## 421                     with_sifts_import
## 422                          with_signalp
## 423                            with_smart
## 424                      with_superfamily
## 425                          with_tigrfam
## 426                            with_tmhmm
## 427                              interpro
## 428                                   cdd
## 429                                gene3d
## 430                                 hamap
## 431                            hmmpanther
## 432                                  pfam
## 433                                 pirsf
## 434                                prints
## 435                           scanprosite
## 436                                pfscan
## 437                                  sfld
## 438                                 smart
## 439                           superfamily
## 440                               tigrfam
## 441            germ_line_variation_source
## 442              somatic_variation_source
## 443                    with_validated_snp
## 444                   so_mini_parent_name
##                                                                                       description
## 1                                                                        Chromosome/scaffold name
## 2                                                                                           Start
## 3                                                                                             End
## 4                                                                                      Band Start
## 5                                                                                        Band End
## 6                                                                                    Marker Start
## 7                                                                                      Marker End
## 8                                                                                   Encode region
## 9                                                                                          Strand
## 10                                                         e.g. 1:100:10000:-1, 1:100000:200000:1
## 11           With BioGRID Interaction data, The General Repository for Interaction Datasets ID(s)
## 12                                                                                With CCDS ID(s)
## 13                                                                              With ChEMBL ID(s)
## 14                                                With DataBase of Aberrant 3' Splice Sites ID(s)
## 15                                                With DataBase of Aberrant 5' Splice Sites ID(s)
## 16                                                            With Ensembl Human Transcript ID(s)
## 17                                                           With Ensembl Human Translation ID(s)
## 18                                                          With EntrezGene transcript name ID(s)
## 19                                                         With European Nucleotide Archive ID(s)
## 20                                                                    With Expression Atlas ID(s)
## 21                                                                              With GeneDB ID(s)
## 22                                                                                  With GO ID(s)
## 23                                                                          With GOSlim GOA ID(s)
## 24                                                                         With HGNC Symbol ID(s)
## 25                                                                 With Human Protein Atlas ID(s)
## 26                                                                    With INSDC protein ID ID(s)
## 27                                                             With KEGG Pathway and Enzyme ID(s)
## 28                                                         With LRG display in Ensembl gene ID(s)
## 29                                                   With LRG display in Ensembl transcript ID(s)
## 30                                                     With MEROPS - the Peptidase Database ID(s)
## 31                                                                            With MIM gene ID(s)
## 32                                                                          With MIM morbid ID(s)
## 33                                                                             With miRBase ID(s)
## 34                                                             With miRBase transcript name ID(s)
## 35                                                     With NCBI gene (formerly Entrezgene) ID(s)
## 36                                                                                 With PDB ID(s)
## 37                                                                            With Reactome ID(s)
## 38                                                                       With Reactome gene ID(s)
## 39                                                                 With Reactome transcript ID(s)
## 40                                                                         With RefSeq mRNA ID(s)
## 41                                                               With RefSeq mRNA predicted ID(s)
## 42                                                                        With RefSeq ncRNA ID(s)
## 43                                                              With RefSeq ncRNA predicted ID(s)
## 44                                                                      With RefSeq peptide ID(s)
## 45                                                            With RefSeq peptide predicted ID(s)
## 46                                                                                With RFAM ID(s)
## 47                                                                With RFAM transcript name ID(s)
## 48                                                                          With RNAcentral ID(s)
## 49                                                                     With Transcript name ID(s)
## 50                                                                      With UCSC Stable ID ID(s)
## 51                                                                             With UniParc ID(s)
## 52                                                                 With UniProtKB Gene Name ID(s)
## 53                                                                   With UniProtKB isoform ID(s)
## 54                                                                With UniProtKB/Swiss-Prot ID(s)
## 55                                                                    With UniProtKB/TrEMBL ID(s)
## 56                                                                            With WikiGene ID(s)
## 57                                                       Gene stable ID(s) [e.g. ENSG00000000003]
## 58                                       Gene stable ID(s) with version [e.g. ENSG00000000003.15]
## 59                                                 Transcript stable ID(s) [e.g. ENST00000000233]
## 60                                 Transcript stable ID(s) with version [e.g. ENST00000000233.10]
## 61                                                    Protein stable ID(s) [e.g. ENSP00000000233]
## 62                                     Protein stable ID(s) with version [e.g. ENSP00000000233.5]
## 63                                                              Exon ID(s) [e.g. ENSE00000000003]
## 64                                                                      Gene Name(s) [e.g. MT-TF]
## 65                                                            Transcript Name(s) [e.g. MT-TF-201]
## 66                                                                Gene Synonym(s) [e.g. 0808y08y]
## 67  BioGRID Interaction data, The General Repository for Interaction Datasets ID(s) [e.g. 106523]
## 68                                                                       CCDS ID(s) [e.g. CCDS10]
## 69                                                              ChEMBL ID(s) [e.g. CHEMBL1075092]
## 70                                      DataBase of Aberrant 3' Splice Sites name(s) [e.g. ABCR ]
## 71                                            DataBase of Aberrant 3' Splice Sites ID(s) [e.g. 1]
## 72                                      DataBase of Aberrant 5' Splice Sites name(s) [e.g. BRCA1]
## 73                                          DataBase of Aberrant 5' Splice Sites ID(s) [e.g. 382]
## 74                                          Ensembl Human Transcript ID(s) [e.g. ENST00000200639]
## 75                                         Ensembl Human Translation ID(s) [e.g. ENSP00000200639]
## 76                                               EntrezGene transcript name ID(s) [e.g. AA06-201]
## 77                                                European Nucleotide Archive ID(s) [e.g. A06800]
## 78                                                  Expression Atlas ID(s) [e.g. ENSG00000000003]
## 79                                                           GeneDB ID(s) [e.g. Smp_009580.1:pep]
## 80                                                                     GO ID(s) [e.g. GO:0000002]
## 81                                                             GOSlim GOA ID(s) [e.g. GO:0000003]
## 82                                                                     HGNC ID(s) [e.g. HGNC:100]
## 83                                                                     HGNC symbol(s) [e.g. A1BG]
## 84                                              Human Protein Atlas accession(s) [e.g. CAB000001]
## 85                                                             Human Protein Atlas ID(s) [e.g. 1]
## 86                                                            INSDC protein ID(s) [e.g. AAA02489]
## 87                                                     KEGG Pathway and Enzyme ID(s) [e.g. 00010]
## 88                                                 LRG display in Ensembl gene ID(s) [e.g. LRG_1]
## 89                                       LRG display in Ensembl transcript ID(s) [e.g. LRG_100t1]
## 90                                           MEROPS - the Peptidase Database ID(s) [e.g. A01.001]
## 91                                                            MIM gene accession(s) [e.g. 100640]
## 92                                                          MIM morbid accession(s) [e.g. 100100]
## 93                                                          miRBase accession(s) [e.g. MI0000060]
## 94                                                              miRBase ID(s) [e.g. hsa-let-7a-1]
## 95                                        miRBase transcript name ID(s) [e.g. hsa-mir-1253.1-201]
## 96                                       NCBI gene (formerly Entrezgene) accession(s) [e.g. A1BG]
## 97                                                 NCBI gene (formerly Entrezgene) ID(s) [e.g. 1]
## 98                                                                          PDB ID(s) [e.g. 10GS]
## 99                                                            Reactome ID(s) [e.g. R-HSA-1059683]
## 100                                                      Reactome gene ID(s) [e.g. R-HSA-1059683]
## 101                                                Reactome transcript ID(s) [e.g. R-HSA-1059683]
## 102                                                            RefSeq mRNA ID(s) [e.g. NM_000014]
## 103                                               RefSeq mRNA predicted ID(s) [e.g. XM_003118719]
## 104                                                           RefSeq ncRNA ID(s) [e.g. NR_000005]
## 105                                              RefSeq ncRNA predicted ID(s) [e.g. XR_001736900]
## 106                                                         RefSeq peptide ID(s) [e.g. NP_000005]
## 107                                            RefSeq peptide predicted ID(s) [e.g. XP_003118767]
## 108                                                                     RFAM ID(s) [e.g. RF00001]
## 109                                               RFAM transcript name ID(s) [e.g. 5S_rRNA.1-201]
## 110                                                         RNAcentral ID(s) [e.g. URS0000000055]
## 111                                                         Transcript name ID(s) [e.g. A1BG-201]
## 112                                                           UCSC Stable ID(s) [e.g. uc001aak.4]
## 113                                                            UniParc ID(s) [e.g. UPI000000003C]
## 114                                                    UniProtKB Gene Name symbol(s) [e.g. 5HT1A]
## 115                                                   UniProtKB Gene Name ID(s) [e.g. A0A023T6R1]
## 116                                                   UniProtKB isoform ID(s) [e.g. A0A096LP49-1]
## 117                                                  UniProtKB/Swiss-Prot ID(s) [e.g. A0A024RBG1]
## 118                                                      UniProtKB/TrEMBL ID(s) [e.g. A0A023T6R1]
## 119                                                                  WikiGene name(s) [e.g. A1BG]
## 120                                                                       WikiGene ID(s) [e.g. 1]
## 121                                                                 With AFFY HC G110 probe ID(s)
## 122                                                                With AFFY HG Focus probe ID(s)
## 123                                                                With AFFY HG U133A probe ID(s)
## 124                                                              With AFFY HG U133A 2 probe ID(s)
## 125                                                                With AFFY HG U133B probe ID(s)
## 126                                                          With AFFY HG U133 Plus 2 probe ID(s)
## 127                                                                 With AFFY HG U95A probe ID(s)
## 128                                                               With AFFY HG U95Av2 probe ID(s)
## 129                                                                 With AFFY HG U95B probe ID(s)
## 130                                                                 With AFFY HG U95C probe ID(s)
## 131                                                                 With AFFY HG U95D probe ID(s)
## 132                                                                 With AFFY HG U95E probe ID(s)
## 133                                                                 With AFFY HTA 2 0 probe ID(s)
## 134                                                          With AFFY HuEx 1 0 st v2 probe ID(s)
## 135                                                                With AFFY HuGeneFL probe ID(s)
## 136                                                        With AFFY HuGene 1 0 st v1 probe ID(s)
## 137                                                        With AFFY HuGene 2 0 st v1 probe ID(s)
## 138                                                               With AFFY PrimeView probe ID(s)
## 139                                                                With AFFY U133 X3P probe ID(s)
## 140                                                              With AGILENT CGH 44b probe ID(s)
## 141                                                             With AGILENT GPL26966 probe ID(s)
## 142                                                              With AGILENT GPL6848 probe ID(s)
## 143                                                With AGILENT SurePrint G3 GE 8x60k probe ID(s)
## 144                                             With AGILENT SurePrint G3 GE 8x60k v2 probe ID(s)
## 145                                                          With AGILENT WholeGenome probe ID(s)
## 146                                                 With AGILENT WholeGenome 4x44k v1 probe ID(s)
## 147                                                 With AGILENT WholeGenome 4x44k v2 probe ID(s)
## 148                                                            With CODELINK CODELINK probe ID(s)
## 149                                                       With ILLUMINA HumanHT 12 V3 probe ID(s)
## 150                                                       With ILLUMINA HumanHT 12 V4 probe ID(s)
## 151                                                       With ILLUMINA HumanRef 8 V3 probe ID(s)
## 152                                                        With ILLUMINA HumanWG 6 V1 probe ID(s)
## 153                                                        With ILLUMINA HumanWG 6 V2 probe ID(s)
## 154                                                        With ILLUMINA HumanWG 6 V3 probe ID(s)
## 155                                                             With PHALANX OneArray probe ID(s)
## 156                                                        AFFY HC G110 probe ID(s) [e.g. 737_at]
## 157                                                    AFFY HG Focus probe ID(s) [e.g. 220771_at]
## 158                                                    AFFY HG U133A probe ID(s) [e.g. 211600_at]
## 159                                                  AFFY HG U133A 2 probe ID(s) [e.g. 211600_at]
## 160                                                    AFFY HG U133B probe ID(s) [e.g. 224372_at]
## 161                                           AFFY HG U133 Plus 2 probe ID(s) [e.g. 1553551_s_at]
## 162                                                      AFFY HG U95A probe ID(s) [e.g. 34279_at]
## 163                                                    AFFY HG U95Av2 probe ID(s) [e.g. 34279_at]
## 164                                                      AFFY HG U95B probe ID(s) [e.g. 49072_at]
## 165                                                      AFFY HG U95C probe ID(s) [e.g. 64410_at]
## 166                                                      AFFY HG U95D probe ID(s) [e.g. 76451_at]
## 167                                                      AFFY HG U95E probe ID(s) [e.g. 88289_at]
## 168                                                 AFFY HTA 2 0 probe ID(s) [e.g. TC0M000002.hg]
## 169                                                AFFY HuEx 1 0 st v2 probe ID(s) [e.g. 2864632]
## 170                                                    AFFY HuGeneFL probe ID(s) [e.g. Z70759_at]
## 171                                              AFFY HuGene 1 0 st v1 probe ID(s) [e.g. 7946565]
## 172                                             AFFY HuGene 2 0 st v1 probe ID(s) [e.g. 17100641]
## 173                                               AFFY PrimeView probe ID(s) [e.g. 11761516_x_at]
## 174                                              AFFY U133 X3P probe ID(s) [e.g. 1553551_3p_s_at]
## 175                                               AGILENT CGH 44b probe ID(s) [e.g. A_14_P129616]
## 176                                           AGILENT GPL26966 probe ID(s) [e.g. HMNXSV003012672]
## 177                                               AGILENT GPL6848 probe ID(s) [e.g. A_24_P179339]
## 178                                 AGILENT SurePrint G3 GE 8x60k probe ID(s) [e.g. A_24_P182122]
## 179                              AGILENT SurePrint G3 GE 8x60k v2 probe ID(s) [e.g. A_24_P182122]
## 180                                            AGILENT WholeGenome probe ID(s) [e.g. A_24_P42453]
## 181                                  AGILENT WholeGenome 4x44k v1 probe ID(s) [e.g. A_24_P179339]
## 182                                  AGILENT WholeGenome 4x44k v2 probe ID(s) [e.g. A_24_P182122]
## 183                                                  CODELINK CODELINK probe ID(s) [e.g. GE84207]
## 184                                        ILLUMINA HumanHT 12 V3 probe ID(s) [e.g. ILMN_1779625]
## 185                                        ILLUMINA HumanHT 12 V4 probe ID(s) [e.g. ILMN_3308961]
## 186                                        ILLUMINA HumanRef 8 V3 probe ID(s) [e.g. ILMN_2295987]
## 187                                           ILLUMINA HumanWG 6 V1 probe ID(s) [e.g. 0005910053]
## 188                                         ILLUMINA HumanWG 6 V2 probe ID(s) [e.g. ILMN_1779625]
## 189                                         ILLUMINA HumanWG 6 V3 probe ID(s) [e.g. ILMN_1779625]
## 190                                             PHALANX OneArray probe ID(s) [e.g. PH_hs_0033947]
## 191                                                                           Transcript count >=
## 192                                                                           Transcript count <=
## 193                                                                                          Type
## 194                                                                               Transcript Type
## 195                                                                                 Source (gene)
## 196                                                                           Source (transcript)
## 197                                                                Transcript Support Level (TSL)
## 198                                                                      GENCODE basic annotation
## 199                                                                             APPRIS annotation
## 200                                                                             Ensembl Canonical
## 201                                                                        MANE Select transcript
## 202                                                                            MANE Plus clinical
## 203                                                                         Phenotype description
## 204                                                                              Phenotype source
## 205                                                                         Parent term accession
## 206                                                                              Parent term name
## 207                                                                              GO Evidence code
## 208                                                                        Paralogous Human Genes
## 209                                              Orthologous Abingdon island giant tortoise Genes
## 210                                                             Orthologous African ostrich Genes
## 211                                                              Orthologous Algerian mouse Genes
## 212                                                                      Orthologous Alpaca Genes
## 213                                                               Orthologous Alpine marmot Genes
## 214                                                                Orthologous Amazon molly Genes
## 215                                                              Orthologous American bison Genes
## 216                                                         Orthologous American black bear Genes
## 217                                                               Orthologous American mink Genes
## 218                                                               Orthologous Arabian camel Genes
## 219                                                      Orthologous Arctic ground squirrel Genes
## 220                                              Orthologous Argentine black and white tegu Genes
## 221                                                                   Orthologous Armadillo Genes
## 222                                                            Orthologous Asian bonytongue Genes
## 223                                                                Orthologous Atlantic cod Genes
## 224                                                            Orthologous Atlantic herring Genes
## 225                                                             Orthologous Atlantic salmon Genes
## 226                                              Orthologous Australian saltwater crocodile Genes
## 227                                                               Orthologous Ballan wrasse Genes
## 228                                                            Orthologous Barramundi perch Genes
## 229                                                                Orthologous Beluga whale Genes
## 230                                                          Orthologous Bicolor damselfish Genes
## 231                                                     Orthologous Black snub-nosed monkey Genes
## 232                                                                  Orthologous Blue whale Genes
## 233                                                       Orthologous Blue-ringed sea krait Genes
## 234                                                    Orthologous Bolivian squirrel monkey Genes
## 235                                                                      Orthologous Bonobo Genes
## 236                                                                 Orthologous Brown trout Genes
## 237                                                       Orthologous Burton's mouthbrooder Genes
## 238                                                                    Orthologous Bushbaby Genes
## 239                                                              Orthologous C.intestinalis Genes
## 240                                                                  Orthologous C.savignyi Genes
## 241                                                      Orthologous Caenorhabditis elegans Genes
## 242                                                                         Orthologous Cat Genes
## 243                                                             Orthologous Chacoan peccary Genes
## 244                                                         Orthologous Channel bull blenny Genes
## 245                                                             Orthologous Channel catfish Genes
## 246                                                                     Orthologous Chicken Genes
## 247                                                                  Orthologous Chimpanzee Genes
## 248                                                     Orthologous Chinese hamster CHOK1GS Genes
## 249                                                              Orthologous Chinese medaka Genes
## 250                                                    Orthologous Chinese softshell turtle Genes
## 251                                                              Orthologous Chinook salmon Genes
## 252                                                              Orthologous Climbing perch Genes
## 253                                                           Orthologous Clown anemonefish Genes
## 254                                                                  Orthologous Coelacanth Genes
## 255                                                                 Orthologous Coho salmon Genes
## 256                                                         Orthologous Collared flycatcher Genes
## 257                                                               Orthologous Common canary Genes
## 258                                                                 Orthologous Common carp Genes
## 259                                                          Orthologous Common wall lizard Genes
## 260                                                               Orthologous Common wombat Genes
## 261                                                           Orthologous Coquerel's sifaka Genes
## 262                                                                         Orthologous Cow Genes
## 263                                                         Orthologous Crab-eating macaque Genes
## 264                                                                        Orthologous Degu Genes
## 265                                                            Orthologous Denticle herring Genes
## 266                                                                       Orthologous Dingo Genes
## 267                                                                         Orthologous Dog Genes
## 268                                                                     Orthologous Dolphin Genes
## 269                                                                Orthologous Domestic yak Genes
## 270                                                                      Orthologous Donkey Genes
## 271                                                                       Orthologous Drill Genes
## 272                                                     Orthologous Drosophila melanogaster Genes
## 273                                                                        Orthologous Duck Genes
## 274                                                         Orthologous Eastern brown snake Genes
## 275                                                               Orthologous Eastern happy Genes
## 276                                                                Orthologous Electric eel Genes
## 277                                                                    Orthologous Elephant Genes
## 278                                                              Orthologous Elephant shark Genes
## 279                                                       Orthologous Eurasian red squirrel Genes
## 280                                                            Orthologous European seabass Genes
## 281                                                                      Orthologous Ferret Genes
## 282                                                                        Orthologous Fugu Genes
## 283                                                                 Orthologous Giant panda Genes
## 284                                                                      Orthologous Gibbon Genes
## 285                                                           Orthologous Gilthead seabream Genes
## 286                                                                        Orthologous Goat Genes
## 287                                                              Orthologous Golden Hamster Genes
## 288                                                                Orthologous Golden eagle Genes
## 289                                                    Orthologous Golden snub-nosed monkey Genes
## 290                                                          Orthologous Golden-line barbel Genes
## 291                                                                    Orthologous Goldfish Genes
## 292                                                  Orthologous Goodes thornscrub tortoise Genes
## 293                                                                     Orthologous Gorilla Genes
## 294                                                                   Orthologous Great Tit Genes
## 295                                                           Orthologous Greater amberjack Genes
## 296                                                        Orthologous Greater bamboo lemur Genes
## 297                                                       Orthologous Greater horseshoe bat Genes
## 298                                                                 Orthologous Green anole Genes
## 299                                                                  Orthologous Guinea Pig Genes
## 300                                                                       Orthologous Guppy Genes
## 301                                                                     Orthologous Hagfish Genes
## 302                                                                    Orthologous Hedgehog Genes
## 303                                                                       Orthologous Horse Genes
## 304                                                                      Orthologous Huchen Genes
## 305                                                        Orthologous Hybrid - Bos Indicus Genes
## 306                                                                       Orthologous Hyrax Genes
## 307                                                                Orthologous Indian cobra Genes
## 308                                                               Orthologous Indian medaka Genes
## 309                                                        Orthologous Japanese medaka HdrR Genes
## 310                                                              Orthologous Japanese quail Genes
## 311                                                           Orthologous Javanese ricefish Genes
## 312                                                                      Orthologous Kakapo Genes
## 313                                                                Orthologous Kangaroo rat Genes
## 314                                                                       Orthologous Koala Genes
## 315                                                                     Orthologous Lamprey Genes
## 316                                                        Orthologous Large yellow croaker Genes
## 317                                                          Orthologous Leishan spiny toad Genes
## 318                                                                     Orthologous Leopard Genes
## 319                                                      Orthologous Lesser Egyptian jerboa Genes
## 320                                                      Orthologous Lesser hedgehog tenrec Genes
## 321                                                                        Orthologous Lion Genes
## 322                                                      Orthologous Long-tailed chinchilla Genes
## 323                                                                    Orthologous Lumpfish Genes
## 324                                                            Orthologous Lyretail cichlid Genes
## 325                                                           Orthologous Ma's night monkey Genes
## 326                                                                     Orthologous Macaque Genes
## 327                                                        Orthologous Mainland tiger snake Genes
## 328                                                       Orthologous Makobe Island cichlid Genes
## 329                                                            Orthologous Mangrove rivulus Genes
## 330                                                                    Orthologous Marmoset Genes
## 331                                                         Orthologous Medium ground-finch Genes
## 332                                                                     Orthologous Megabat Genes
## 333                                                               Orthologous Mexican tetra Genes
## 334                                                                    Orthologous Microbat Genes
## 335                                                               Orthologous Midas cichlid Genes
## 336                                                                       Orthologous Mouse Genes
## 337                                                                 Orthologous Mouse Lemur Genes
## 338                                                                   Orthologous Mummichog Genes
## 339                                                       Orthologous Naked mole-rat female Genes
## 340                                                                     Orthologous Narwhal Genes
## 341                                                                Orthologous Nile tilapia Genes
## 342                                                Orthologous Northern American deer mouse Genes
## 343                                                               Orthologous Northern pike Genes
## 344                                                                Orthologous Olive baboon Genes
## 345                                                                     Orthologous Opossum Genes
## 346                                                            Orthologous Orange clownfish Genes
## 347                                                                   Orthologous Orangutan Genes
## 348                                                              Orthologous Painted turtle Genes
## 349                                                    Orthologous Paramormyrops kingsleyae Genes
## 350                                                                         Orthologous Pig Genes
## 351                                                          Orthologous Pig-tailed macaque Genes
## 352                                                                        Orthologous Pika Genes
## 353                                                                  Orthologous Pike-perch Genes
## 354                                                        Orthologous Pinecone soldierfish Genes
## 355                                                           Orthologous Pink-footed goose Genes
## 356                                                                   Orthologous Platyfish Genes
## 357                                                                    Orthologous Platypus Genes
## 358                                                                  Orthologous Polar bear Genes
## 359                                                                Orthologous Prairie vole Genes
## 360                                                                      Orthologous Rabbit Genes
## 361                                                               Orthologous Rainbow trout Genes
## 362                                                                         Orthologous Rat Genes
## 363                                                                     Orthologous Red fox Genes
## 364                                                         Orthologous Red-bellied piranha Genes
## 365                                                                    Orthologous Reedfish Genes
## 366                                                                Orthologous Ryukyu mouse Genes
## 367                                                    Orthologous Saccharomyces cerevisiae Genes
## 368                                                               Orthologous Sailfin molly Genes
## 369                                                                       Orthologous Sheep Genes
## 370                                                           Orthologous Sheepshead minnow Genes
## 371                                                                       Orthologous Shrew Genes
## 372                                                                 Orthologous Shrew mouse Genes
## 373                                                       Orthologous Siamese fighting fish Genes
## 374                                                          Orthologous Siberian musk deer Genes
## 375                                                                       Orthologous Sloth Genes
## 376                                                              Orthologous Sooty mangabey Genes
## 377                                                                 Orthologous Sperm whale Genes
## 378                                                               Orthologous Spiny chromis Genes
## 379                                                                 Orthologous Spotted gar Genes
## 380                                                                    Orthologous Squirrel Genes
## 381                                                                Orthologous Steppe mouse Genes
## 382                                                                 Orthologous Stickleback Genes
## 383                                                                     Orthologous Tarsier Genes
## 384                                                             Orthologous Tasmanian devil Genes
## 385                                                                   Orthologous Tetraodon Genes
## 386                                                       Orthologous Three-toed box turtle Genes
## 387                                                                       Orthologous Tiger Genes
## 388                                                         Orthologous Tiger tail seahorse Genes
## 389                                                                 Orthologous Tongue sole Genes
## 390                                                                  Orthologous Tree Shrew Genes
## 391                                                        Orthologous Tropical clawed frog Genes
## 392                                                                     Orthologous Tuatara Genes
## 393                                                                      Orthologous Turbot Genes
## 394                                                                      Orthologous Turkey Genes
## 395                                                         Orthologous Turquoise killifish Genes
## 396                                      Orthologous Upper Galilee mountains blind mole rat Genes
## 397                                                                     Orthologous Vaquita Genes
## 398                                                                  Orthologous Vervet-AGM Genes
## 399                                                                     Orthologous Wallaby Genes
## 400                                                                    Orthologous Wild yak Genes
## 401                                                                Orthologous Yarkand deer Genes
## 402                                                        Orthologous Yellowtail amberjack Genes
## 403                                                                 Orthologous Zebra finch Genes
## 404                                                                 Orthologous Zebra mbuna Genes
## 405                                                                   Orthologous Zebrafish Genes
## 406                                                                 Orthologous Zig-zag eel Genes
## 407                                                                           With Interpro ID(s)
## 408                                                                                With CDD ID(s)
## 409                                                                             With Gene3D ID(s)
## 410                                                                              With HAMAP ID(s)
## 411                                                                              With MobiDB lite
## 412                                                                    With Coiled-coils (Ncoils)
## 413                                                                            With PANTHER ID(s)
## 414                                                                               With Pfam ID(s)
## 415                                                                              With PIRSF ID(s)
## 416                                                                             With Prints ID(s)
## 417                                                                   With PROSITE patterns ID(s)
## 418                                                                   With PROSITE profiles ID(s)
## 419                                                                     With Low complexity (Seg)
## 420                                                                               With SFLD ID(s)
## 421                                                                        With PDB-ENSP mappings
## 422                                                                  With Cleavage site (Signalp)
## 423                                                                              With SMART ID(s)
## 424                                                                        With Superfamily ID(s)
## 425                                                                            With TIGRFAM ID(s)
## 426                                                                    With Transmembrane helices
## 427                                                               Interpro ID(s) [e.g. IPR000001]
## 428                                                                      CDD ID(s) [e.g. cd00009]
## 429                                                                Gene3D ID(s) [e.g. 1.10.10.10]
## 430                                                                   HAMAP ID(s) [e.g. MF_00001]
## 431                                                                PANTHER ID(s) [e.g. PTHR10003]
## 432                                                                     Pfam ID(s) [e.g. PF00001]
## 433                                                                PIRSF ID(s) [e.g. PIRSF000019]
## 434                                                                   Prints ID(s) [e.g. PR00001]
## 435                                                         PROSITE patterns ID(s) [e.g. PS00010]
## 436                                                         PROSITE profiles ID(s) [e.g. PS01031]
## 437                                                                  SFLD ID(s) [e.g. SFLDF00002]
## 438                                                                    SMART ID(s) [e.g. SM00002]
## 439                                                            Superfamily ID(s) [e.g. SSF100879]
## 440                                                                TIGRFAM ID(s) [e.g. TIGR00002]
## 441                                             limit to genes with germline variant data sources
## 442                                                   limit to genes with somatic variant sources
## 443                                                                   Variant supporting evidence
## 444                                                                              Parent term name
attributes <- listAttributes(h_sapiens)