Obtain Signature Index for Cancer Types

get_sig_cancer_type_index(
  sig_type = c("legacy", "SBS", "DBS", "ID"),
  seq_type = c("WGS", "WES"),
  source = c("PCAWG", "TCGA", "nonPCAWG"),
  keyword = NULL
)

Arguments

sig_type

signature type.

seq_type

sequencing type.

source

data source.

keyword

keyword to search in the signature index database.

Value

a list.

Examples

l1 <- get_sig_cancer_type_index()
#> 
#> 
#> |full name                           |signature type                   |
#> |:-----------------------------------|:--------------------------------|
#> |Adrenocortical carcinoma            |1,2,4,5,6,13,18                  |
#> |Acute lymphoblastic leukemia        |1,2,5,13                         |
#> |Acute myelogenous leukemia          |1,5                              |
#> |Bladder                             |1,2,5,10,13                      |
#> |Breast                              |1,2,3,5,6,8,10,13,17,18,20,26,30 |
#> |Cervix                              |1,2,5,6,10,13,26                 |
#> |Chondrosarcoma                      |1,5                              |
#> |B-cell chronic lymphocytic leukemia |1,2,5,9,13                       |
#> |Colorectum                          |1,5,6,10                         |
#> |Glioblastoma                        |1,5,11                           |
#> |Glioma Low grade                    |1,5,6,14                         |
#> |Head and neck                       |1,2,4,5,7,13                     |
#> |Kidney Chromophobe                  |1,5,6                            |
#> |Kidney Clear Cell                   |1,5,6,27                         |
#> |Kidney Papillary                    |1,2,5,13                         |
#> |Liver                               |1,4,5,6,12,16,17,22,23,24        |
#> |Lung Adeno                          |1,2,4,5,6,13,17                  |
#> |Lung Small Cell                     |1,4,5,15                         |
#> |Lung Squamous                       |1,2,4,5,13                       |
#> |Lymphoma B-cell                     |1,2,5,9,13,17                    |
#> |Lymphoma Hodgkin                    |1,5,25                           |
#> |Medulloblastoma                     |1,5,8                            |
#> |Melanoma                            |1,5,7,11,17                      |
#> |Masopharyngeal Carcinoma            |1,2,5,13                         |
#> |Masopharyngeal Carcinoma            |1,2,5,6,13                       |
#> |Neuroblastoma                       |1,5,18                           |
#> |Oesophagus                          |1,2,4,5,6,13,17                  |
#> |Oral gingivo-buccal squamous        |1,2,5,7,13,29                    |
#> |Osteosarcoma                        |1,2,5,6,13,30                    |
#> |Ovary                               |1,3,5                            |
#> |Pancreas                            |1,2,3,5,6,13                     |
#> |Paraganglioma                       |1,5                              |
#> |Pilocytic Astrocytoma               |1,5,19                           |
#> |Prostate                            |1,5,6                            |
#> |Stomach                             |1,2,5,13,15,17,18,20,21,26,28    |
#> |Thyroid                             |1,2,5,13                         |
#> |Urothelial Carcinoma                |1,2,5,13,22                      |
#> |Uterine Carcinoma                   |1,2,5,6,10,13,14,26              |
#> |Uterine Carcinosarcoma              |1,2,5,6,10,13                    |
#> |Uveal Melanoma                      |1,5,6                            |
l2 <- get_sig_cancer_type_index(sig_type = "SBS")
#> 
#> 
#> |cancer type         |SBS list                                                             |
#> |:-------------------|:--------------------------------------------------------------------|
#> |Biliary-AdenoCA     |1,2,3,5,9,12,13,15,17a,17b,18,21,22,24,32,40,44                      |
#> |Bladder-TCC         |1,2,5,8,13,29,40                                                     |
#> |Bone-Benign         |1,2,5,8,13,40,51,60                                                  |
#> |Bone-Epith          |1,2,5,13,17a,17b,40                                                  |
#> |Bone-Osteosarc      |1,2,3,5,8,13,17a,17b,30,40                                           |
#> |Breast-AdenoCA      |1,2,3,5,8,9,13,17a,17b,18,37,40,41                                   |
#> |Breast-DCIS         |1,5,40                                                               |
#> |Breast-LobularCA    |1,2,3,5,13,18                                                        |
#> |CNS-GBM             |1,5,11,30,37,40                                                      |
#> |CNS-Medullo         |1,5,8,18,39,40,60                                                    |
#> |CNS-Oligo           |1,5,8,40                                                             |
#> |CNS-PiloAstro       |1,5,19,23,40                                                         |
#> |Cervix-AdenoCA      |1,2,5,13                                                             |
#> |Cervix-SCC          |1,2,5,13,18,40                                                       |
#> |ColoRect-AdenoCA    |1,5,10a,10b,15,17a,17b,18,28,37,40,44,45                             |
#> |Eso-AdenoCA         |1,2,3,5,13,17a,17b,18,28,40                                          |
#> |Head-SCC            |1,2,3,4,5,7a,7b,7d,13,16,17a,17b,18,33,40                            |
#> |Kidney-ChRCC        |1,2,5,13,17a,17b,29,40                                               |
#> |Kidney-RCC          |1,2,5,13,22,29,40,41                                                 |
#> |Liver-HCC           |1,4,5,6,9,12,14,16,17a,17b,18,19,22,24,26,28,29,30,31,35,40,53,54,56 |
#> |Lung-AdenoCA        |1,2,3,4,5,9,13,17a,17b,18,28,40                                      |
#> |Lung-SCC            |1,2,4,5,8,13                                                         |
#> |Lymph-BNHL          |1,2,3,5,6,9,13,17a,17b,34,36,37,40,56                                |
#> |Lymph-CLL           |1,5,9,40                                                             |
#> |Myeloid-AML         |1,5,18,31,60                                                         |
#> |Myeloid-MDS         |1,5,23                                                               |
#> |Myeloid-MPN         |1,2,5,19,23,32,51,58,60                                              |
#> |Ovary-AdenoCA       |1,2,3,5,8,13,18,26,35,39,40,41                                       |
#> |Panc-AdenoCA        |1,2,3,5,6,8,13,17a,17b,18,20,26,28,30,40,51                          |
#> |Panc-Endocrine      |1,2,3,5,6,8,9,11,13,26,30,36,39                                      |
#> |Prost-AdenoCA       |1,2,3,5,8,13,18,33,37,40,41,45,52,58                                 |
#> |Skin-Melanoma       |1,2,5,7a,7b,7c,7d,13,17a,17b,38,40,58                                |
#> |SoftTissue-Leiomyo  |1,2,5,13,17a,17b,30,40                                               |
#> |SoftTissue-Liposarc |1,2,3,5,13,37,40                                                     |
#> |Stomach-AdenoCA     |1,2,3,5,9,13,15,17a,17b,18,20,21,26,28,40,41,43,44,51,58             |
#> |Thy-AdenoCA         |1,2,5,13,40,58                                                       |
#> |Uterus-AdenoCA      |1,2,3,5,6,10a,10b,13,14,15,26,28,40,44                               |
l3 <- get_sig_cancer_type_index(sig_type = "DBS", source = "PCAWG", seq_type = "WGS")
#> 
#> 
#> |cancer type         |DBS list                |
#> |:-------------------|:-----------------------|
#> |Biliary-AdenoCA     |2,4,5,6,7,8,9,11        |
#> |Bladder-TCC         |2,4,5,6,9,11            |
#> |Bone-Benign         |1,2,5,6,7,8,9,11        |
#> |Bone-Epith          |2,4,7,9,11              |
#> |Bone-Osteosarc      |1,2,4,5,6,7,9,11        |
#> |Breast-AdenoCA      |1,2,3,4,5,6,7,8,9,10,11 |
#> |Breast-DCIS         |2,4,6                   |
#> |Breast-LobularCA    |1,2,4,5,6,8,9,11        |
#> |CNS-GBM             |2,3,4,5,6,7,9,10,11     |
#> |CNS-Medullo         |1,2,3,4,5,6,7,8,9,10,11 |
#> |CNS-Oligo           |2,3,4,5,6,7,9,11        |
#> |CNS-PiloAstro       |1,2,3,4,5,6,7,8,9,11    |
#> |Cervix-AdenoCA      |4,7,11                  |
#> |Cervix-SCC          |2,4,6,7,9,11            |
#> |ColoRect-AdenoCA    |2,3,4,5,6,7,8,9,10,11   |
#> |Eso-AdenoCA         |2,3,4,5,6,7,8,9,11      |
#> |Head-SCC            |1,2,3,4,5,6,9,11        |
#> |Kidney-ChRCC        |1,2,3,4,5,6,7,8,9,10,11 |
#> |Kidney-RCC          |2,4,5,6,7,9,11          |
#> |Liver-HCC           |2,3,4,5,6,7,9,11        |
#> |Lung-AdenoCA        |2,4,5,6,7,8,11          |
#> |Lung-SCC            |2,4,11                  |
#> |Lymph-BNHL          |2,3,4,5,6,7,8,9,10,11   |
#> |Lymph-CLL           |2,3,4,5,6,7,8,9,11      |
#> |Myeloid-AML         |1,3,4,5,6,7,9           |
#> |Myeloid-MDS         |1,3                     |
#> |Myeloid-MPN         |1,2,3,4,5,6,7,9,11      |
#> |Ovary-AdenoCA       |2,3,4,5,6,7,9,11        |
#> |Panc-AdenoCA        |1,2,3,4,5,6,7,9,11      |
#> |Panc-Endocrine      |2,3,4,5,6,7,8,9,11      |
#> |Prost-AdenoCA       |1,2,3,4,5,6,7,8,9,10,11 |
#> |Skin-Melanoma       |1,2,4,6,7,9,11          |
#> |SoftTissue-Leiomyo  |1,2,4,6,9,11            |
#> |SoftTissue-Liposarc |1,2,4,6,11              |
#> |Stomach-AdenoCA     |1,2,3,4,5,6,7,9,10,11   |
#> |Thy-AdenoCA         |1,2,4,5,6,7,8,9,11      |
#> |Uterus-AdenoCA      |2,3,4,5,6,7,9,10,11     |
l4 <- get_sig_cancer_type_index(sig_type = "ID")
#> 
#> 
#> |cancer type         |ID list                          |
#> |:-------------------|:--------------------------------|
#> |Biliary-AdenoCA     |1,2,3,5,6,8,11                   |
#> |Bladder-TCC         |1,2,3,4,5,8,9,10                 |
#> |Bone-Benign         |1,2,5,6,9,10,12                  |
#> |Bone-Epith          |1,2,5,8,9                        |
#> |Bone-Osteosarc      |1,2,3,4,5,8,9,14                 |
#> |Breast-AdenoCA      |1,2,4,5,6,8,9,11                 |
#> |Breast-DCIS         |1,5,8                            |
#> |Breast-LobularCA    |1,2,5,6,8,9                      |
#> |CNS-GBM             |1,2,4,5,8,9                      |
#> |CNS-Medullo         |1,2,5,8,9,10,12,14,16            |
#> |CNS-Oligo           |1,2,4,5,8,9                      |
#> |CNS-PiloAstro       |1,2,3,4,5,6,8,9,10,11,12,14,17   |
#> |Cervix-AdenoCA      |1                                |
#> |Cervix-SCC          |1,2,6,9,10                       |
#> |ColoRect-AdenoCA    |1,2,5,14                         |
#> |Eso-AdenoCA         |1,2,4,5,6,8,9,10,14              |
#> |Head-SCC            |1,2,3,5,6,8,9,10,11,12           |
#> |Kidney-ChRCC        |1,2,3,4,5,6,8,9,11               |
#> |Kidney-RCC          |1,2,3,4,5,6,8,9,11               |
#> |Liver-HCC           |1,2,3,5,6,8,9,11,13              |
#> |Lung-AdenoCA        |1,2,3,5,6,8,9,12                 |
#> |Lung-SCC            |1,2,3,6,8,9                      |
#> |Lymph-BNHL          |1,2,4,5,6,8,9                    |
#> |Lymph-CLL           |1,2,4,5,8,9                      |
#> |Myeloid-AML         |1,2,3,5,9,10,11                  |
#> |Myeloid-MDS         |1,3,5                            |
#> |Myeloid-MPN         |1,2,3,4,5,6,7,8,9,10,11,16       |
#> |Ovary-AdenoCA       |1,2,4,5,6,8,9                    |
#> |Panc-AdenoCA        |1,2,5,6,8,9,10,11,12             |
#> |Panc-Endocrine      |1,2,3,4,5,6,8,9,10,11            |
#> |Prost-AdenoCA       |1,2,3,4,5,6,7,8,9,10,11,12,13,17 |
#> |Skin-Melanoma       |1,2,4,5,8,9,13                   |
#> |SoftTissue-Leiomyo  |1,2,5,8,9                        |
#> |SoftTissue-Liposarc |1,2,3,5,8,9,12,14                |
#> |Stomach-AdenoCA     |1,2,3,4,5,6,7,8,9,12,13,14,17    |
#> |Thy-AdenoCA         |1,2,3,4,5,8,9,10,12,13           |
#> |Uterus-AdenoCA      |1,2,4,6,8,9                      |
l5 <- get_sig_cancer_type_index(keyword = "breast")
#> Info found in COSMIC v2 database:
#>   cancer type                  signature index
#> 5      Breast 1,2,3,5,6,8,10,13,17,18,20,26,30
#> Info found in COSMIC v3 database:
#>            cancer type   source scale signature type
#> 1       Breast-AdenoCA    PCAWG   WGS            SBS
#> 2       Breast-AdenoCA    PCAWG   WGS            DBS
#> 3       Breast-AdenoCA    PCAWG   WGS             ID
#> 4          Breast-DCIS    PCAWG   WGS            SBS
#> 5          Breast-DCIS    PCAWG   WGS            DBS
#> 6          Breast-DCIS    PCAWG   WGS             ID
#> 7     Breast-LobularCA    PCAWG   WGS            SBS
#> 8     Breast-LobularCA    PCAWG   WGS            DBS
#> 9     Breast-LobularCA    PCAWG   WGS             ID
#> 10 Breast-Fibroadenoma nonPCAWG   WES            SBS
#> 11 Breast-Fibroadenoma nonPCAWG   WES            DBS
#> 12 Breast-Fibroadenoma nonPCAWG   WES             ID
#> 13       Breast-cancer nonPCAWG   WES            SBS
#> 14       Breast-cancer nonPCAWG   WES            DBS
#> 15       Breast-cancer nonPCAWG   WES             ID
#> 16       Breast-cancer nonPCAWG   WGS            SBS
#> 17       Breast-cancer nonPCAWG   WGS            DBS
#> 18       Breast-cancer nonPCAWG   WGS             ID
#> 19       Breast-cancer     TCGA   WES            SBS
#> 20       Breast-cancer     TCGA   WES            DBS
#> 21       Breast-cancer     TCGA   WES             ID
#>                                                                                                                                     signature index
#> 1                                                                                                                1,2,3,5,8,9,13,17a,17b,18,37,40,41
#> 2                                                                                                                           1,2,3,4,5,6,7,8,9,10,11
#> 3                                                                                                                                  1,2,4,5,6,8,9,11
#> 4                                                                                                                                            1,5,40
#> 5                                                                                                                                             2,4,6
#> 6                                                                                                                                             1,5,8
#> 7                                                                                                                                     1,2,3,5,13,18
#> 8                                                                                                                                  1,2,4,5,6,8,9,11
#> 9                                                                                                                                       1,2,5,6,8,9
#> 10                                                                                                                             1,2,8,18,31,32,42,50
#> 11                                                                                                                                             <NA>
#> 12                                                                                                                                             <NA>
#> 13    1,2,3,5,6,7a,7b,7c,7d,8,10a,10b,13,14,15,16,17a,17b,18,19,20,21,22,26,30,31,32,33,34,35,36,37,38,39,40,41,42,44,46,48,49,50,52,54,56,57,58,59
#> 14                                                                                                                                             <NA>
#> 15                                                                                                                                             <NA>
#> 16                                                                                                  1,2,3,5,8,13,17a,17b,18,21,26,30,34,39,41,44,60
#> 17                                                                                                                                             <NA>
#> 18                                                                                                                                             <NA>
#> 19 1,2,3,5,6,7a,7b,7c,7d,10a,10b,11,13,14,15,16,17a,18,19,20,21,22,23,25,26,28,29,30,31,32,33,34,36,38,42,44,45,47,48,49,50,51,52,54,56,57,58,59,60
#> 20                                                                                                                                             <NA>
#> 21                                                                                                                                       1,2,6,7,15
l1
#> $`Adrenocortical carcinoma`
#> [1] "1"  "2"  "4"  "5"  "6"  "13" "18"
#> 
#> $`Acute lymphoblastic leukemia`
#> [1] "1"  "2"  "5"  "13"
#> 
#> $`Acute myelogenous leukemia`
#> [1] "1" "5"
#> 
#> $Bladder
#> [1] "1"  "2"  "5"  "10" "13"
#> 
#> $Breast
#>  [1] "1"  "2"  "3"  "5"  "6"  "8"  "10" "13" "17" "18" "20" "26" "30"
#> 
#> $Cervix
#> [1] "1"  "2"  "5"  "6"  "10" "13" "26"
#> 
#> $Chondrosarcoma
#> [1] "1" "5"
#> 
#> $`B-cell chronic lymphocytic leukemia`
#> [1] "1"  "2"  "5"  "9"  "13"
#> 
#> $Colorectum
#> [1] "1"  "5"  "6"  "10"
#> 
#> $Glioblastoma
#> [1] "1"  "5"  "11"
#> 
#> $`Glioma Low grade`
#> [1] "1"  "5"  "6"  "14"
#> 
#> $`Head and neck`
#> [1] "1"  "2"  "4"  "5"  "7"  "13"
#> 
#> $`Kidney Chromophobe`
#> [1] "1" "5" "6"
#> 
#> $`Kidney Clear Cell`
#> [1] "1"  "5"  "6"  "27"
#> 
#> $`Kidney Papillary`
#> [1] "1"  "2"  "5"  "13"
#> 
#> $Liver
#>  [1] "1"  "4"  "5"  "6"  "12" "16" "17" "22" "23" "24"
#> 
#> $`Lung Adeno`
#> [1] "1"  "2"  "4"  "5"  "6"  "13" "17"
#> 
#> $`Lung Small Cell`
#> [1] "1"  "4"  "5"  "15"
#> 
#> $`Lung Squamous`
#> [1] "1"  "2"  "4"  "5"  "13"
#> 
#> $`Lymphoma B-cell`
#> [1] "1"  "2"  "5"  "9"  "13" "17"
#> 
#> $`Lymphoma Hodgkin`
#> [1] "1"  "5"  "25"
#> 
#> $Medulloblastoma
#> [1] "1" "5" "8"
#> 
#> $Melanoma
#> [1] "1"  "5"  "7"  "11" "17"
#> 
#> $`Masopharyngeal Carcinoma`
#> [1] "1"  "2"  "5"  "13" "1"  "2"  "5"  "6"  "13"
#> 
#> $Neuroblastoma
#> [1] "1"  "5"  "18"
#> 
#> $Oesophagus
#> [1] "1"  "2"  "4"  "5"  "6"  "13" "17"
#> 
#> $`Oral gingivo-buccal squamous`
#> [1] "1"  "2"  "5"  "7"  "13" "29"
#> 
#> $Osteosarcoma
#> [1] "1"  "2"  "5"  "6"  "13" "30"
#> 
#> $Ovary
#> [1] "1" "3" "5"
#> 
#> $Pancreas
#> [1] "1"  "2"  "3"  "5"  "6"  "13"
#> 
#> $Paraganglioma
#> [1] "1" "5"
#> 
#> $`Pilocytic Astrocytoma`
#> [1] "1"  "5"  "19"
#> 
#> $Prostate
#> [1] "1" "5" "6"
#> 
#> $Stomach
#>  [1] "1"  "2"  "5"  "13" "15" "17" "18" "20" "21" "26" "28"
#> 
#> $Thyroid
#> [1] "1"  "2"  "5"  "13"
#> 
#> $`Urothelial Carcinoma`
#> [1] "1"  "2"  "5"  "13" "22"
#> 
#> $`Uterine Carcinoma`
#> [1] "1"  "2"  "5"  "6"  "10" "13" "14" "26"
#> 
#> $`Uterine Carcinosarcoma`
#> [1] "1"  "2"  "5"  "6"  "10" "13"
#> 
#> $`Uveal Melanoma`
#> [1] "1" "5" "6"
#> 
l2
#> $`Biliary-AdenoCA`
#>  [1] "1"   "2"   "3"   "5"   "9"   "12"  "13"  "15"  "17a" "17b" "18"  "21" 
#> [13] "22"  "24"  "32"  "40"  "44" 
#> 
#> $`Bladder-TCC`
#> [1] "1"  "2"  "5"  "8"  "13" "29" "40"
#> 
#> $`Bone-Benign`
#> [1] "1"  "2"  "5"  "8"  "13" "40" "51" "60"
#> 
#> $`Bone-Epith`
#> [1] "1"   "2"   "5"   "13"  "17a" "17b" "40" 
#> 
#> $`Bone-Osteosarc`
#>  [1] "1"   "2"   "3"   "5"   "8"   "13"  "17a" "17b" "30"  "40" 
#> 
#> $`Breast-AdenoCA`
#>  [1] "1"   "2"   "3"   "5"   "8"   "9"   "13"  "17a" "17b" "18"  "37"  "40" 
#> [13] "41" 
#> 
#> $`Breast-DCIS`
#> [1] "1"  "5"  "40"
#> 
#> $`Breast-LobularCA`
#> [1] "1"  "2"  "3"  "5"  "13" "18"
#> 
#> $`CNS-GBM`
#> [1] "1"  "5"  "11" "30" "37" "40"
#> 
#> $`CNS-Medullo`
#> [1] "1"  "5"  "8"  "18" "39" "40" "60"
#> 
#> $`CNS-Oligo`
#> [1] "1"  "5"  "8"  "40"
#> 
#> $`CNS-PiloAstro`
#> [1] "1"  "5"  "19" "23" "40"
#> 
#> $`Cervix-AdenoCA`
#> [1] "1"  "2"  "5"  "13"
#> 
#> $`Cervix-SCC`
#> [1] "1"  "2"  "5"  "13" "18" "40"
#> 
#> $`ColoRect-AdenoCA`
#>  [1] "1"   "5"   "10a" "10b" "15"  "17a" "17b" "18"  "28"  "37"  "40"  "44" 
#> [13] "45" 
#> 
#> $`Eso-AdenoCA`
#>  [1] "1"   "2"   "3"   "5"   "13"  "17a" "17b" "18"  "28"  "40" 
#> 
#> $`Head-SCC`
#>  [1] "1"   "2"   "3"   "4"   "5"   "7a"  "7b"  "7d"  "13"  "16"  "17a" "17b"
#> [13] "18"  "33"  "40" 
#> 
#> $`Kidney-ChRCC`
#> [1] "1"   "2"   "5"   "13"  "17a" "17b" "29"  "40" 
#> 
#> $`Kidney-RCC`
#> [1] "1"  "2"  "5"  "13" "22" "29" "40" "41"
#> 
#> $`Liver-HCC`
#>  [1] "1"   "4"   "5"   "6"   "9"   "12"  "14"  "16"  "17a" "17b" "18"  "19" 
#> [13] "22"  "24"  "26"  "28"  "29"  "30"  "31"  "35"  "40"  "53"  "54"  "56" 
#> 
#> $`Lung-AdenoCA`
#>  [1] "1"   "2"   "3"   "4"   "5"   "9"   "13"  "17a" "17b" "18"  "28"  "40" 
#> 
#> $`Lung-SCC`
#> [1] "1"  "2"  "4"  "5"  "8"  "13"
#> 
#> $`Lymph-BNHL`
#>  [1] "1"   "2"   "3"   "5"   "6"   "9"   "13"  "17a" "17b" "34"  "36"  "37" 
#> [13] "40"  "56" 
#> 
#> $`Lymph-CLL`
#> [1] "1"  "5"  "9"  "40"
#> 
#> $`Myeloid-AML`
#> [1] "1"  "5"  "18" "31" "60"
#> 
#> $`Myeloid-MDS`
#> [1] "1"  "5"  "23"
#> 
#> $`Myeloid-MPN`
#> [1] "1"  "2"  "5"  "19" "23" "32" "51" "58" "60"
#> 
#> $`Ovary-AdenoCA`
#>  [1] "1"  "2"  "3"  "5"  "8"  "13" "18" "26" "35" "39" "40" "41"
#> 
#> $`Panc-AdenoCA`
#>  [1] "1"   "2"   "3"   "5"   "6"   "8"   "13"  "17a" "17b" "18"  "20"  "26" 
#> [13] "28"  "30"  "40"  "51" 
#> 
#> $`Panc-Endocrine`
#>  [1] "1"  "2"  "3"  "5"  "6"  "8"  "9"  "11" "13" "26" "30" "36" "39"
#> 
#> $`Prost-AdenoCA`
#>  [1] "1"  "2"  "3"  "5"  "8"  "13" "18" "33" "37" "40" "41" "45" "52" "58"
#> 
#> $`Skin-Melanoma`
#>  [1] "1"   "2"   "5"   "7a"  "7b"  "7c"  "7d"  "13"  "17a" "17b" "38"  "40" 
#> [13] "58" 
#> 
#> $`SoftTissue-Leiomyo`
#> [1] "1"   "2"   "5"   "13"  "17a" "17b" "30"  "40" 
#> 
#> $`SoftTissue-Liposarc`
#> [1] "1"  "2"  "3"  "5"  "13" "37" "40"
#> 
#> $`Stomach-AdenoCA`
#>  [1] "1"   "2"   "3"   "5"   "9"   "13"  "15"  "17a" "17b" "18"  "20"  "21" 
#> [13] "26"  "28"  "40"  "41"  "43"  "44"  "51"  "58" 
#> 
#> $`Thy-AdenoCA`
#> [1] "1"  "2"  "5"  "13" "40" "58"
#> 
#> $`Uterus-AdenoCA`
#>  [1] "1"   "2"   "3"   "5"   "6"   "10a" "10b" "13"  "14"  "15"  "26"  "28" 
#> [13] "40"  "44" 
#> 
l3
#> $`Biliary-AdenoCA`
#> [1] "2"  "4"  "5"  "6"  "7"  "8"  "9"  "11"
#> 
#> $`Bladder-TCC`
#> [1] "2"  "4"  "5"  "6"  "9"  "11"
#> 
#> $`Bone-Benign`
#> [1] "1"  "2"  "5"  "6"  "7"  "8"  "9"  "11"
#> 
#> $`Bone-Epith`
#> [1] "2"  "4"  "7"  "9"  "11"
#> 
#> $`Bone-Osteosarc`
#> [1] "1"  "2"  "4"  "5"  "6"  "7"  "9"  "11"
#> 
#> $`Breast-AdenoCA`
#>  [1] "1"  "2"  "3"  "4"  "5"  "6"  "7"  "8"  "9"  "10" "11"
#> 
#> $`Breast-DCIS`
#> [1] "2" "4" "6"
#> 
#> $`Breast-LobularCA`
#> [1] "1"  "2"  "4"  "5"  "6"  "8"  "9"  "11"
#> 
#> $`CNS-GBM`
#> [1] "2"  "3"  "4"  "5"  "6"  "7"  "9"  "10" "11"
#> 
#> $`CNS-Medullo`
#>  [1] "1"  "2"  "3"  "4"  "5"  "6"  "7"  "8"  "9"  "10" "11"
#> 
#> $`CNS-Oligo`
#> [1] "2"  "3"  "4"  "5"  "6"  "7"  "9"  "11"
#> 
#> $`CNS-PiloAstro`
#>  [1] "1"  "2"  "3"  "4"  "5"  "6"  "7"  "8"  "9"  "11"
#> 
#> $`Cervix-AdenoCA`
#> [1] "4"  "7"  "11"
#> 
#> $`Cervix-SCC`
#> [1] "2"  "4"  "6"  "7"  "9"  "11"
#> 
#> $`ColoRect-AdenoCA`
#>  [1] "2"  "3"  "4"  "5"  "6"  "7"  "8"  "9"  "10" "11"
#> 
#> $`Eso-AdenoCA`
#> [1] "2"  "3"  "4"  "5"  "6"  "7"  "8"  "9"  "11"
#> 
#> $`Head-SCC`
#> [1] "1"  "2"  "3"  "4"  "5"  "6"  "9"  "11"
#> 
#> $`Kidney-ChRCC`
#>  [1] "1"  "2"  "3"  "4"  "5"  "6"  "7"  "8"  "9"  "10" "11"
#> 
#> $`Kidney-RCC`
#> [1] "2"  "4"  "5"  "6"  "7"  "9"  "11"
#> 
#> $`Liver-HCC`
#> [1] "2"  "3"  "4"  "5"  "6"  "7"  "9"  "11"
#> 
#> $`Lung-AdenoCA`
#> [1] "2"  "4"  "5"  "6"  "7"  "8"  "11"
#> 
#> $`Lung-SCC`
#> [1] "2"  "4"  "11"
#> 
#> $`Lymph-BNHL`
#>  [1] "2"  "3"  "4"  "5"  "6"  "7"  "8"  "9"  "10" "11"
#> 
#> $`Lymph-CLL`
#> [1] "2"  "3"  "4"  "5"  "6"  "7"  "8"  "9"  "11"
#> 
#> $`Myeloid-AML`
#> [1] "1" "3" "4" "5" "6" "7" "9"
#> 
#> $`Myeloid-MDS`
#> [1] "1" "3"
#> 
#> $`Myeloid-MPN`
#> [1] "1"  "2"  "3"  "4"  "5"  "6"  "7"  "9"  "11"
#> 
#> $`Ovary-AdenoCA`
#> [1] "2"  "3"  "4"  "5"  "6"  "7"  "9"  "11"
#> 
#> $`Panc-AdenoCA`
#> [1] "1"  "2"  "3"  "4"  "5"  "6"  "7"  "9"  "11"
#> 
#> $`Panc-Endocrine`
#> [1] "2"  "3"  "4"  "5"  "6"  "7"  "8"  "9"  "11"
#> 
#> $`Prost-AdenoCA`
#>  [1] "1"  "2"  "3"  "4"  "5"  "6"  "7"  "8"  "9"  "10" "11"
#> 
#> $`Skin-Melanoma`
#> [1] "1"  "2"  "4"  "6"  "7"  "9"  "11"
#> 
#> $`SoftTissue-Leiomyo`
#> [1] "1"  "2"  "4"  "6"  "9"  "11"
#> 
#> $`SoftTissue-Liposarc`
#> [1] "1"  "2"  "4"  "6"  "11"
#> 
#> $`Stomach-AdenoCA`
#>  [1] "1"  "2"  "3"  "4"  "5"  "6"  "7"  "9"  "10" "11"
#> 
#> $`Thy-AdenoCA`
#> [1] "1"  "2"  "4"  "5"  "6"  "7"  "8"  "9"  "11"
#> 
#> $`Uterus-AdenoCA`
#> [1] "2"  "3"  "4"  "5"  "6"  "7"  "9"  "10" "11"
#> 
l4
#> $`Biliary-AdenoCA`
#> [1] "1"  "2"  "3"  "5"  "6"  "8"  "11"
#> 
#> $`Bladder-TCC`
#> [1] "1"  "2"  "3"  "4"  "5"  "8"  "9"  "10"
#> 
#> $`Bone-Benign`
#> [1] "1"  "2"  "5"  "6"  "9"  "10" "12"
#> 
#> $`Bone-Epith`
#> [1] "1" "2" "5" "8" "9"
#> 
#> $`Bone-Osteosarc`
#> [1] "1"  "2"  "3"  "4"  "5"  "8"  "9"  "14"
#> 
#> $`Breast-AdenoCA`
#> [1] "1"  "2"  "4"  "5"  "6"  "8"  "9"  "11"
#> 
#> $`Breast-DCIS`
#> [1] "1" "5" "8"
#> 
#> $`Breast-LobularCA`
#> [1] "1" "2" "5" "6" "8" "9"
#> 
#> $`CNS-GBM`
#> [1] "1" "2" "4" "5" "8" "9"
#> 
#> $`CNS-Medullo`
#> [1] "1"  "2"  "5"  "8"  "9"  "10" "12" "14" "16"
#> 
#> $`CNS-Oligo`
#> [1] "1" "2" "4" "5" "8" "9"
#> 
#> $`CNS-PiloAstro`
#>  [1] "1"  "2"  "3"  "4"  "5"  "6"  "8"  "9"  "10" "11" "12" "14" "17"
#> 
#> $`Cervix-AdenoCA`
#> [1] "1"
#> 
#> $`Cervix-SCC`
#> [1] "1"  "2"  "6"  "9"  "10"
#> 
#> $`ColoRect-AdenoCA`
#> [1] "1"  "2"  "5"  "14"
#> 
#> $`Eso-AdenoCA`
#> [1] "1"  "2"  "4"  "5"  "6"  "8"  "9"  "10" "14"
#> 
#> $`Head-SCC`
#>  [1] "1"  "2"  "3"  "5"  "6"  "8"  "9"  "10" "11" "12"
#> 
#> $`Kidney-ChRCC`
#> [1] "1"  "2"  "3"  "4"  "5"  "6"  "8"  "9"  "11"
#> 
#> $`Kidney-RCC`
#> [1] "1"  "2"  "3"  "4"  "5"  "6"  "8"  "9"  "11"
#> 
#> $`Liver-HCC`
#> [1] "1"  "2"  "3"  "5"  "6"  "8"  "9"  "11" "13"
#> 
#> $`Lung-AdenoCA`
#> [1] "1"  "2"  "3"  "5"  "6"  "8"  "9"  "12"
#> 
#> $`Lung-SCC`
#> [1] "1" "2" "3" "6" "8" "9"
#> 
#> $`Lymph-BNHL`
#> [1] "1" "2" "4" "5" "6" "8" "9"
#> 
#> $`Lymph-CLL`
#> [1] "1" "2" "4" "5" "8" "9"
#> 
#> $`Myeloid-AML`
#> [1] "1"  "2"  "3"  "5"  "9"  "10" "11"
#> 
#> $`Myeloid-MDS`
#> [1] "1" "3" "5"
#> 
#> $`Myeloid-MPN`
#>  [1] "1"  "2"  "3"  "4"  "5"  "6"  "7"  "8"  "9"  "10" "11" "16"
#> 
#> $`Ovary-AdenoCA`
#> [1] "1" "2" "4" "5" "6" "8" "9"
#> 
#> $`Panc-AdenoCA`
#> [1] "1"  "2"  "5"  "6"  "8"  "9"  "10" "11" "12"
#> 
#> $`Panc-Endocrine`
#>  [1] "1"  "2"  "3"  "4"  "5"  "6"  "8"  "9"  "10" "11"
#> 
#> $`Prost-AdenoCA`
#>  [1] "1"  "2"  "3"  "4"  "5"  "6"  "7"  "8"  "9"  "10" "11" "12" "13" "17"
#> 
#> $`Skin-Melanoma`
#> [1] "1"  "2"  "4"  "5"  "8"  "9"  "13"
#> 
#> $`SoftTissue-Leiomyo`
#> [1] "1" "2" "5" "8" "9"
#> 
#> $`SoftTissue-Liposarc`
#> [1] "1"  "2"  "3"  "5"  "8"  "9"  "12" "14"
#> 
#> $`Stomach-AdenoCA`
#>  [1] "1"  "2"  "3"  "4"  "5"  "6"  "7"  "8"  "9"  "12" "13" "14" "17"
#> 
#> $`Thy-AdenoCA`
#>  [1] "1"  "2"  "3"  "4"  "5"  "8"  "9"  "10" "12" "13"
#> 
#> $`Uterus-AdenoCA`
#> [1] "1" "2" "4" "6" "8" "9"
#> 
l5
#> NULL