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Get available clinical data for samples in a case list

Usage

clinicalData(caseList)

Arguments

caseList

character(1). Case list identifier (e.g. "ccle_broad_2019_sequenced"). Refer to caseLists() for details.

Value

DataFrame.

Note

Updated 2022-06-06.

Examples

## DLBCL TCGA ====
x <- clinicalData(caseList = "dlbc_tcga_pan_can_atlas_2018_rna_seq_v2_mrna")
print(x)
#> DataFrame with 48 rows and 48 columns
#>                       age ajccStagingEdition aneuploidyScore
#>                 <integer>        <character>       <integer>
#> TCGA_FA_8693_01        75                7TH               0
#> TCGA_FA_A4BB_01        67                7TH               1
#> TCGA_FA_A4XK_01        40                7TH               7
#> TCGA_FA_A6HN_01        73                7TH               0
#> TCGA_FA_A6HO_01        58                7TH              24
#> ...                   ...                ...             ...
#> TCGA_GS_A9U4_01        27                7TH              11
#> TCGA_RQ_A68N_01        63                7TH              16
#> TCGA_RQ_A6JB_01        62                7TH               0
#> TCGA_RQ_AAAT_01        63                7TH              13
#> TCGA_VB_A8QN_01        55                7TH               1
#>                             cancerType cancerTypeAcronym     cancerTypeDetailed
#>                            <character>       <character>            <character>
#> TCGA_FA_8693_01 Mature B-Cell Neopla..              DLBC Diffuse Large B-Cell..
#> TCGA_FA_A4BB_01 Mature B-Cell Neopla..              DLBC Diffuse Large B-Cell..
#> TCGA_FA_A4XK_01 Mature B-Cell Neopla..              DLBC Diffuse Large B-Cell..
#> TCGA_FA_A6HN_01 Mature B-Cell Neopla..              DLBC Diffuse Large B-Cell..
#> TCGA_FA_A6HO_01 Mature B-Cell Neopla..              DLBC Diffuse Large B-Cell..
#> ...                                ...               ...                    ...
#> TCGA_GS_A9U4_01 Mature B-Cell Neopla..              DLBC Diffuse Large B-Cell..
#> TCGA_RQ_A68N_01 Mature B-Cell Neopla..              DLBC Diffuse Large B-Cell..
#> TCGA_RQ_A6JB_01 Mature B-Cell Neopla..              DLBC Diffuse Large B-Cell..
#> TCGA_RQ_AAAT_01 Mature B-Cell Neopla..              DLBC Diffuse Large B-Cell..
#> TCGA_VB_A8QN_01 Mature B-Cell Neopla..              DLBC Diffuse Large B-Cell..
#>                 daysLastFollowup daysToBirth daysToInitialPathologicDiagnosis
#>                        <integer>   <integer>                        <integer>
#> TCGA_FA_8693_01              132      -27468                                0
#> TCGA_FA_A4BB_01              132      -24590                                0
#> TCGA_FA_A4XK_01              456      -14723                                0
#> TCGA_FA_A6HN_01                6      -27025                                0
#> TCGA_FA_A6HO_01              749      -21330                                0
#> ...                          ...         ...                              ...
#> TCGA_GS_A9U4_01               NA      -10075                                0
#> TCGA_RQ_A68N_01              788      -23127                                0
#> TCGA_RQ_A6JB_01                1      -22859                                0
#> TCGA_RQ_AAAT_01               17      -23178                                0
#> TCGA_VB_A8QN_01                0      -20270                                0
#>                 dfsMonths             dfsStatus  dssMonths
#>                 <numeric>           <character>  <numeric>
#> TCGA_FA_8693_01   4.33968         0:DiseaseFree    4.33968
#> TCGA_FA_A4BB_01        NA                    NA    4.33968
#> TCGA_FA_A4XK_01  23.27646         0:DiseaseFree   23.27646
#> TCGA_FA_A6HN_01        NA                    NA    1.90683
#> TCGA_FA_A6HO_01  24.29562 1:Recurred/Progressed   24.62439
#> ...                   ...                   ...        ...
#> TCGA_GS_A9U4_01        NA                    NA 12.8546536
#> TCGA_RQ_A68N_01        NA                    NA 25.9065654
#> TCGA_RQ_A6JB_01        NA                    NA  0.0328764
#> TCGA_RQ_AAAT_01  0.558898         0:DiseaseFree  0.5588980
#> TCGA_VB_A8QN_01        NA                    NA  0.0000000
#>                              dssStatus              ethnicity
#>                            <character>            <character>
#> TCGA_FA_8693_01 0:ALIVE OR DEAD TUMO.. Not Hispanic Or Latino
#> TCGA_FA_A4BB_01 0:ALIVE OR DEAD TUMO.. Not Hispanic Or Latino
#> TCGA_FA_A4XK_01 0:ALIVE OR DEAD TUMO.. Not Hispanic Or Latino
#> TCGA_FA_A6HN_01 0:ALIVE OR DEAD TUMO.. Not Hispanic Or Latino
#> TCGA_FA_A6HO_01 0:ALIVE OR DEAD TUMO.. Not Hispanic Or Latino
#> ...                                ...                    ...
#> TCGA_GS_A9U4_01      1:DEAD WITH TUMOR     Hispanic Or Latino
#> TCGA_RQ_A68N_01 0:ALIVE OR DEAD TUMO..     Hispanic Or Latino
#> TCGA_RQ_A6JB_01 0:ALIVE OR DEAD TUMO.. Not Hispanic Or Latino
#> TCGA_RQ_AAAT_01 0:ALIVE OR DEAD TUMO..     Hispanic Or Latino
#> TCGA_VB_A8QN_01 0:ALIVE OR DEAD TUMO.. Not Hispanic Or Latino
#>                 formCompletionDate fractionGenomeAltered
#>                        <character>             <numeric>
#> TCGA_FA_8693_01            9/12/12                0.0105
#> TCGA_FA_A4BB_01            2/11/13                0.0026
#> TCGA_FA_A4XK_01            3/22/13                0.1389
#> TCGA_FA_A6HN_01           10/21/13                0.0545
#> TCGA_FA_A6HO_01           10/21/13                0.2672
#> ...                            ...                   ...
#> TCGA_GS_A9U4_01             6/2/14                0.0000
#> TCGA_RQ_A68N_01           12/12/13                0.4525
#> TCGA_RQ_A6JB_01           11/14/14                0.0204
#> TCGA_RQ_AAAT_01            7/28/14                0.2376
#> TCGA_VB_A8QN_01            2/15/15                0.1075
#>                 historyNeoadjuvantTrtyn       icd10 icdO3Histology   icdO3Site
#>                             <character> <character>    <character> <character>
#> TCGA_FA_8693_01                      No       C83.3         9680/3       C16.9
#> TCGA_FA_A4BB_01                      No       C83.3         9680/3       C77.3
#> TCGA_FA_A4XK_01                      No       C83.3         9680/3       C17.1
#> TCGA_FA_A6HN_01                      No       C83.3         9680/3       C77.0
#> TCGA_FA_A6HO_01                      No       C83.3         9680/3       C77.0
#> ...                                 ...         ...            ...         ...
#> TCGA_GS_A9U4_01                      No       C83.3         9680/3       C77.0
#> TCGA_RQ_A68N_01                      No       C71.7         9680/3       C71.7
#> TCGA_RQ_A6JB_01                      No       C83.3         9680/3       C41.0
#> TCGA_RQ_AAAT_01                      No       C71.6         9680/3       C71.6
#> TCGA_VB_A8QN_01                      No       C83.3         9680/3       C16.9
#>                 inPancanpathwaysFreeze informedConsentVerified msiScoreMantis
#>                            <character>             <character>      <numeric>
#> TCGA_FA_8693_01                    Yes                     Yes         0.2840
#> TCGA_FA_A4BB_01                    Yes                     Yes         0.3132
#> TCGA_FA_A4XK_01                    Yes                     Yes         0.3094
#> TCGA_FA_A6HN_01                    Yes                     Yes         0.3199
#> TCGA_FA_A6HO_01                    Yes                     Yes         0.3151
#> ...                                ...                     ...            ...
#> TCGA_GS_A9U4_01                    Yes                     Yes         0.3297
#> TCGA_RQ_A68N_01                    Yes                     Yes         0.3152
#> TCGA_RQ_A6JB_01                    Yes                     Yes         0.3101
#> TCGA_RQ_AAAT_01                    Yes                     Yes         0.3278
#> TCGA_VB_A8QN_01                    Yes                     Yes         0.3279
#>                 msiSensorScore mutationCount newTumorEventAfterInitialTreatment
#>                      <numeric>     <integer>                        <character>
#> TCGA_FA_8693_01           0.01           171                                 No
#> TCGA_FA_A4BB_01           0.01            92                                 No
#> TCGA_FA_A4XK_01           0.10            88                                 NA
#> TCGA_FA_A6HN_01           0.05           163                                 NA
#> TCGA_FA_A6HO_01           0.01            56                                Yes
#> ...                        ...           ...                                ...
#> TCGA_GS_A9U4_01           0.00            31                                Yes
#> TCGA_RQ_A68N_01           0.39           192                                 No
#> TCGA_RQ_A6JB_01           0.28            99                                 NA
#> TCGA_RQ_AAAT_01           0.42           173                                 NA
#> TCGA_VB_A8QN_01           0.06           141                                 NA
#>                 oncotreeCode   osMonths    osStatus         otherPatientId
#>                  <character>  <numeric> <character>            <character>
#> TCGA_FA_8693_01     DLBCLNOS    4.33968    0:LIVING a43e5f0e-a21f-48d8-9..
#> TCGA_FA_A4BB_01     DLBCLNOS    4.33968    0:LIVING 1843C82E-7A35-474F-9..
#> TCGA_FA_A4XK_01     DLBCLNOS   23.27646  1:DECEASED A5B188F0-A6D3-4D4A-B..
#> TCGA_FA_A6HN_01     DLBCLNOS    1.90683  1:DECEASED 0BF573AC-CD1E-42D8-9..
#> TCGA_FA_A6HO_01     DLBCLNOS   24.62439    0:LIVING 69F23725-ADCA-48AC-9..
#> ...                      ...        ...         ...                    ...
#> TCGA_GS_A9U4_01     DLBCLNOS 12.8546536  1:DECEASED 0E251C03-BF86-4ED8-B..
#> TCGA_RQ_A68N_01     DLBCLNOS 25.9065654    0:LIVING 25FF86AF-BEB4-480C-B..
#> TCGA_RQ_A6JB_01     DLBCLNOS  0.0328764    0:LIVING DC87A809-95DE-4EB7-A..
#> TCGA_RQ_AAAT_01     DLBCLNOS  0.5588980    0:LIVING 4DD86EBD-EF16-4B2B-9..
#> TCGA_VB_A8QN_01     DLBCLNOS  0.0000000    0:LIVING A6923479-4E68-4EA8-8..
#>                 personNeoplasmCancerStatus  pfsMonths     pfsStatus     priorDx
#>                                <character>  <numeric>   <character> <character>
#> TCGA_FA_8693_01                 Tumor Free    4.33968    0:CENSORED          No
#> TCGA_FA_A4BB_01                 With Tumor    4.33968    0:CENSORED          No
#> TCGA_FA_A4XK_01                 Tumor Free   23.27646    0:CENSORED          No
#> TCGA_FA_A6HN_01                 Tumor Free    1.90683    0:CENSORED          No
#> TCGA_FA_A6HO_01                 Tumor Free   24.29562 1:PROGRESSION          No
#> ...                                    ...        ...           ...         ...
#> TCGA_GS_A9U4_01                 With Tumor  3.4848933 1:PROGRESSION          No
#> TCGA_RQ_A68N_01                 Tumor Free 25.9065654    0:CENSORED          No
#> TCGA_RQ_A6JB_01                         NA  0.0328764    0:CENSORED          No
#> TCGA_RQ_AAAT_01                 Tumor Free  0.5588980    0:CENSORED          No
#> TCGA_VB_A8QN_01                         NA  0.0000000    0:CENSORED          No
#>                        race radiationTherapy sampleCount  sampleType
#>                 <character>      <character>   <integer> <character>
#> TCGA_FA_8693_01       White               No           1     Primary
#> TCGA_FA_A4BB_01       White               No           1     Primary
#> TCGA_FA_A4XK_01       Asian               No           1     Primary
#> TCGA_FA_A6HN_01       Asian               No           1     Primary
#> TCGA_FA_A6HO_01       Asian               No           1     Primary
#> ...                     ...              ...         ...         ...
#> TCGA_GS_A9U4_01       White               No           1     Primary
#> TCGA_RQ_A68N_01       White               No           1     Primary
#> TCGA_RQ_A6JB_01       White               NA           1     Primary
#> TCGA_RQ_AAAT_01       White               NA           1     Primary
#> TCGA_VB_A8QN_01       White               No           1     Primary
#>                         sex somaticStatus     subtype
#>                 <character>   <character> <character>
#> TCGA_FA_8693_01        Male       Matched        DLBC
#> TCGA_FA_A4BB_01        Male       Matched        DLBC
#> TCGA_FA_A4XK_01        Male       Matched        DLBC
#> TCGA_FA_A6HN_01        Male       Matched        DLBC
#> TCGA_FA_A6HO_01      Female       Matched        DLBC
#> ...                     ...           ...         ...
#> TCGA_GS_A9U4_01      Female       Matched        DLBC
#> TCGA_RQ_A68N_01        Male       Matched        DLBC
#> TCGA_RQ_A6JB_01      Female       Matched        DLBC
#> TCGA_RQ_AAAT_01      Female       Matched        DLBC
#> TCGA_VB_A8QN_01        Male       Matched        DLBC
#>                 tissueProspectiveCollectionIndicator
#>                                          <character>
#> TCGA_FA_8693_01                                  Yes
#> TCGA_FA_A4BB_01                                  Yes
#> TCGA_FA_A4XK_01                                  Yes
#> TCGA_FA_A6HN_01                                  Yes
#> TCGA_FA_A6HO_01                                  Yes
#> ...                                              ...
#> TCGA_GS_A9U4_01                                   No
#> TCGA_RQ_A68N_01                                   No
#> TCGA_RQ_A6JB_01                                   No
#> TCGA_RQ_AAAT_01                                   No
#> TCGA_VB_A8QN_01                                  Yes
#>                 tissueRetrospectiveCollectionIndicator       tissueSourceSite
#>                                            <character>            <character>
#> TCGA_FA_8693_01                                     No               Asterand
#> TCGA_FA_A4BB_01                                     No               Asterand
#> TCGA_FA_A4XK_01                                     No               Asterand
#> TCGA_FA_A6HN_01                                     No               Asterand
#> TCGA_FA_A6HO_01                                     No               Asterand
#> ...                                                ...                    ...
#> TCGA_GS_A9U4_01                                    Yes Fundacio Clinic per ..
#> TCGA_RQ_A68N_01                                    Yes St. Joseph's Hospita..
#> TCGA_RQ_A6JB_01                                    Yes St. Joseph's Hospita..
#> TCGA_RQ_AAAT_01                                    Yes St. Joseph's Hospita..
#> TCGA_VB_A8QN_01                                     No Global BioClinical -..
#>                 tissueSourceSiteCode tmbNonsynonymous              tumorType
#>                          <character>        <numeric>            <character>
#> TCGA_FA_8693_01                   FA          5.56667 Diffuse Large B-Cell..
#> TCGA_FA_A4BB_01                   FA          3.06667 Diffuse Large B-Cell..
#> TCGA_FA_A4XK_01                   FA          2.93333 Diffuse Large B-Cell..
#> TCGA_FA_A6HN_01                   FA          5.50000 Diffuse Large B-Cell..
#> TCGA_FA_A6HO_01                   FA          1.86667 Diffuse Large B-Cell..
#> ...                              ...              ...                    ...
#> TCGA_GS_A9U4_01                   GS          1.06667 Diffuse Large B-Cell..
#> TCGA_RQ_A68N_01                   RQ          6.36667 CNS, Primary Diffuse..
#> TCGA_RQ_A6JB_01                   RQ          3.33333 CNS, Primary Diffuse..
#> TCGA_RQ_AAAT_01                   RQ          5.73333 CNS, Primary Diffuse..
#> TCGA_VB_A8QN_01                   VB          4.73333 Diffuse Large B-Cell..
#>                    weight
#>                 <numeric>
#> TCGA_FA_8693_01        82
#> TCGA_FA_A4BB_01        85
#> TCGA_FA_A4XK_01        60
#> TCGA_FA_A6HN_01        58
#> TCGA_FA_A6HO_01        61
#> ...                   ...
#> TCGA_GS_A9U4_01      50.0
#> TCGA_RQ_A68N_01      58.0
#> TCGA_RQ_A6JB_01      72.0
#> TCGA_RQ_AAAT_01      68.2
#> TCGA_VB_A8QN_01      75.0

## CCLE Broad 2019 ====
x <- clinicalData(caseList = "ccle_broad_2019_sequenced")
print(x)
#> DataFrame with 1570 rows and 43 columns
#>                                             age annotationSource
#>                                       <numeric>      <character>
#> A101D_SKIN                                   56             CCLE
#> A1207_CENTRAL_NERVOUS_SYSTEM                 NA         ACHILLES
#> A172_CENTRAL_NERVOUS_SYSTEM                  53             CCLE
#> A204_SOFT_TISSUE                              1             CCLE
#> A2058_SKIN                                   43             CCLE
#> ...                                         ...              ...
#> YKG1_CENTRAL_NERVOUS_SYSTEM                  NA             CCLE
#> YMB1E_BREAST                                 NA               NA
#> YT_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE        NA               NA
#> ZR751_BREAST                                 63             CCLE
#> ZR7530_BREAST                                47             CCLE
#>                                                   cancerType
#>                                                  <character>
#> A101D_SKIN                                          Melanoma
#> A1207_CENTRAL_NERVOUS_SYSTEM                          Glioma
#> A172_CENTRAL_NERVOUS_SYSTEM                           Glioma
#> A204_SOFT_TISSUE                         Soft Tissue Sarcoma
#> A2058_SKIN                                          Melanoma
#> ...                                                      ...
#> YKG1_CENTRAL_NERVOUS_SYSTEM                           Glioma
#> YMB1E_BREAST                          Cancer of Unknown Pr..
#> YT_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE Cancer of Unknown Pr..
#> ZR751_BREAST                                   Breast Cancer
#> ZR7530_BREAST                                  Breast Cancer
#>                                           cancerTypeDetailed cellLineSource
#>                                                  <character>    <character>
#> A101D_SKIN                                Cutaneous Melanoma            GNF
#> A1207_CENTRAL_NERVOUS_SYSTEM          Glioblastoma Multifo..             NA
#> A172_CENTRAL_NERVOUS_SYSTEM           Glioblastoma Multifo..           ATCC
#> A204_SOFT_TISSUE                      Embryonal Rhabdomyos..          NIBRI
#> A2058_SKIN                                Cutaneous Melanoma            GNF
#> ...                                                      ...            ...
#> YKG1_CENTRAL_NERVOUS_SYSTEM           Glioblastoma Multifo..            GNF
#> YMB1E_BREAST                          Cancer of Unknown Pr..             NA
#> YT_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE Cancer of Unknown Pr..             NA
#> ZR751_BREAST                                  Chondrosarcoma           ATCC
#> ZR7530_BREAST                         Invasive Breast Carc..            GNF
#>                                           characteristics    depmapid
#>                                               <character> <character>
#> A101D_SKIN                                             NA  ACH-000008
#> A1207_CENTRAL_NERVOUS_SYSTEM                           NA  ACH-000283
#> A172_CENTRAL_NERVOUS_SYSTEM                      Adherent  ACH-000558
#> A204_SOFT_TISSUE                                       NA  ACH-000201
#> A2058_SKIN                                             NA  ACH-000788
#> ...                                                   ...         ...
#> YKG1_CENTRAL_NERVOUS_SYSTEM                            NA  ACH-000570
#> YMB1E_BREAST                                           NA  ACH-002208
#> YT_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE                  NA  ACH-002317
#> ZR751_BREAST                          adherent epithelial  ACH-000097
#> ZR7530_BREAST                                          NA  ACH-000828
#>                                       diseaseOntology doublingTime
#>                                           <character>    <numeric>
#> A101D_SKIN                                         NA         69.1
#> A1207_CENTRAL_NERVOUS_SYSTEM                       NA           NA
#> A172_CENTRAL_NERVOUS_SYSTEM              brain_cancer         67.5
#> A204_SOFT_TISSUE                                   NA           NA
#> A2058_SKIN                                   melanoma           NA
#> ...                                               ...          ...
#> YKG1_CENTRAL_NERVOUS_SYSTEM              Brain Cancer           NA
#> YMB1E_BREAST                                       NA           NA
#> YT_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE              NA           NA
#> ZR751_BREAST                            breast_cancer         88.7
#> ZR7530_BREAST                           breast_cancer           NA
#>                                       doublingTimeFromVendor        ethnicity
#>                                                  <character>      <character>
#> A101D_SKIN                                                NA        Caucasian
#> A1207_CENTRAL_NERVOUS_SYSTEM                              NA        Caucasian
#> A172_CENTRAL_NERVOUS_SYSTEM                               NA        Caucasian
#> A204_SOFT_TISSUE                                          NA        Caucasian
#> A2058_SKIN                                                NA        Caucasian
#> ...                                                      ...              ...
#> YKG1_CENTRAL_NERVOUS_SYSTEM                               NA            Asian
#> YMB1E_BREAST                                              NA               NA
#> YT_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE                     NA               NA
#> ZR751_BREAST                                              NA        Caucasian
#> ZR7530_BREAST                                        110 hrs African_american
#>                                       fractionGenomeAltered freezingMedium
#>                                                   <numeric>    <character>
#> A101D_SKIN                                           0.7564             NA
#> A1207_CENTRAL_NERVOUS_SYSTEM                         0.6374             NA
#> A172_CENTRAL_NERVOUS_SYSTEM                          0.6671         5%DMSO
#> A204_SOFT_TISSUE                                     0.0248             NA
#> A2058_SKIN                                           0.2263             NA
#> ...                                                     ...            ...
#> YKG1_CENTRAL_NERVOUS_SYSTEM                          0.4721             NA
#> YMB1E_BREAST                                             NA             NA
#> YT_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE                    NA             NA
#> ZR751_BREAST                                         0.3956         5%DMSO
#> ZR7530_BREAST                                        0.4669             NA
#>                                       genomeDoublings geographicDistribution
#>                                             <integer>            <character>
#> A101D_SKIN                                          1                     NA
#> A1207_CENTRAL_NERVOUS_SYSTEM                        1                     NA
#> A172_CENTRAL_NERVOUS_SYSTEM                         0                     NA
#> A204_SOFT_TISSUE                                    0                     NA
#> A2058_SKIN                                          0                     NA
#> ...                                               ...                    ...
#> YKG1_CENTRAL_NERVOUS_SYSTEM                         1                     NA
#> YMB1E_BREAST                                       NA                     NA
#> YT_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE              NA                     NA
#> ZR751_BREAST                                        1                     NA
#> ZR7530_BREAST                                       0                     NA
#>                                              growthMedium         histSubtype1
#>                                               <character>          <character>
#> A101D_SKIN                                             NA                   NS
#> A1207_CENTRAL_NERVOUS_SYSTEM                           NA                   NS
#> A172_CENTRAL_NERVOUS_SYSTEM                  DMEM +10%FBS astrocytoma_Grade_IV
#> A204_SOFT_TISSUE                                       NA                   NS
#> A2058_SKIN                                             NA                   NS
#> ...                                                   ...                  ...
#> YKG1_CENTRAL_NERVOUS_SYSTEM                            NA astrocytoma_Grade_IV
#> YMB1E_BREAST                                           NA                   NA
#> YT_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE                  NA                   NA
#> ZR751_BREAST                          RPMI-1640 + 10% FBS     ductal_carcinoma
#> ZR7530_BREAST                                          NA     ductal_carcinoma
#>                                                 histSubtype2 histSubtype3
#>                                                  <character>  <character>
#> A101D_SKIN                                                NS           NS
#> A1207_CENTRAL_NERVOUS_SYSTEM                              NS           NS
#> A172_CENTRAL_NERVOUS_SYSTEM           glioblastoma_multifo..           NS
#> A204_SOFT_TISSUE                                          NS           NS
#> A2058_SKIN                                                NS           NS
#> ...                                                      ...          ...
#> YKG1_CENTRAL_NERVOUS_SYSTEM           glioblastoma_multifo..           NS
#> YMB1E_BREAST                                              NA           NA
#> YT_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE                     NA           NA
#> ZR751_BREAST                                              NS           NS
#> ZR7530_BREAST                                             NS           NS
#>                                                histology   lifeStage
#>                                              <character> <character>
#> A101D_SKIN                            Malignant_Melanoma          NA
#> A1207_CENTRAL_NERVOUS_SYSTEM                      Glioma          NA
#> A172_CENTRAL_NERVOUS_SYSTEM                       Glioma          NA
#> A204_SOFT_TISSUE                         Rhabdoid_Tumour   pediatric
#> A2058_SKIN                            Malignant_Melanoma          NA
#> ...                                                  ...         ...
#> YKG1_CENTRAL_NERVOUS_SYSTEM                       Glioma          NA
#> YMB1E_BREAST                                          NA          NA
#> YT_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE                 NA          NA
#> ZR751_BREAST                                   Carcinoma          NA
#> ZR7530_BREAST                                  Carcinoma          NA
#>                                       mutationCount mutationRate        name
#>                                           <integer>    <numeric> <character>
#> A101D_SKIN                                      253      78.1451       A101D
#> A1207_CENTRAL_NERVOUS_SYSTEM                     93           NA       A1207
#> A172_CENTRAL_NERVOUS_SYSTEM                     268     135.6191        A172
#> A204_SOFT_TISSUE                                205      92.6719       A-204
#> A2058_SKIN                                      556     164.6769       A2058
#> ...                                             ...          ...         ...
#> YKG1_CENTRAL_NERVOUS_SYSTEM                     357     162.4756        YKG1
#> YMB1E_BREAST                                    261           NA          NA
#> YT_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE           542           NA          NA
#> ZR751_BREAST                                    251      65.3901     ZR-75-1
#> ZR7530_BREAST                                   385     175.8765    ZR-75-30
#>                                       oncotreeCode  pathologistAnnotation
#>                                        <character>            <character>
#> A101D_SKIN                                    SKCM          Skin:Melanoma
#> A1207_CENTRAL_NERVOUS_SYSTEM                   GBM                     NA
#> A172_CENTRAL_NERVOUS_SYSTEM                    GBM   CNS:Glioma_HighGrade
#> A204_SOFT_TISSUE                              ERMS Soft_Tissue:Sarcoma_..
#> A2058_SKIN                                    SKCM          Skin:Melanoma
#> ...                                            ...                    ...
#> YKG1_CENTRAL_NERVOUS_SYSTEM                    GBM   CNS:Glioma_HighGrade
#> YMB1E_BREAST                                   CUP                     NA
#> YT_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE          CUP                     NA
#> ZR751_BREAST                                  BRCA       Breast:Carcinoma
#> ZR7530_BREAST                                 BRCA       Breast:Carcinoma
#>                                          ploidy            primarySite
#>                                       <numeric>            <character>
#> A101D_SKIN                                 2.63                   Skin
#> A1207_CENTRAL_NERVOUS_SYSTEM               2.79 Central_Nervous_System
#> A172_CENTRAL_NERVOUS_SYSTEM                1.97 Central_Nervous_System
#> A204_SOFT_TISSUE                           2.00            Soft_Tissue
#> A2058_SKIN                                 2.21                   Skin
#> ...                                         ...                    ...
#> YKG1_CENTRAL_NERVOUS_SYSTEM                3.19 Central_Nervous_System
#> YMB1E_BREAST                                 NA                     NA
#> YT_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE        NA                     NA
#> ZR751_BREAST                               3.30                 Breast
#> ZR7530_BREAST                              1.98                 Breast
#>                                       proteomics10plexId proteomicsTmtLabel
#>                                                <integer>        <character>
#> A101D_SKIN                                            38                126
#> A1207_CENTRAL_NERVOUS_SYSTEM                          NA                 NA
#> A172_CENTRAL_NERVOUS_SYSTEM                           24               127n
#> A204_SOFT_TISSUE                                      23                126
#> A2058_SKIN                                             3               129n
#> ...                                                  ...                ...
#> YKG1_CENTRAL_NERVOUS_SYSTEM                           NA                 NA
#> YMB1E_BREAST                                          NA                 NA
#> YT_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE                 NA                 NA
#> ZR751_BREAST                                          10               129c
#> ZR7530_BREAST                                         NA                 NA
#>                                          purity             race sampleCount
#>                                       <numeric>      <character>   <integer>
#> A101D_SKIN                                    1        Caucasian           1
#> A1207_CENTRAL_NERVOUS_SYSTEM                  1               NA           1
#> A172_CENTRAL_NERVOUS_SYSTEM                   1               NA           1
#> A204_SOFT_TISSUE                              1               NA           1
#> A2058_SKIN                                    1        Caucasian           1
#> ...                                         ...              ...         ...
#> YKG1_CENTRAL_NERVOUS_SYSTEM                0.98               NA           1
#> YMB1E_BREAST                                 NA               NA           1
#> YT_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE        NA               NA           1
#> ZR751_BREAST                               1.00        Caucasian           1
#> ZR7530_BREAST                              1.00 African_American           1
#>                                        sampleType         sex siteOfFinding
#>                                       <character> <character>   <character>
#> A101D_SKIN                                Primary        Male            NA
#> A1207_CENTRAL_NERVOUS_SYSTEM                   NA      Female            NA
#> A172_CENTRAL_NERVOUS_SYSTEM               Primary        Male            NA
#> A204_SOFT_TISSUE                          Primary      Female            NA
#> A2058_SKIN                             Metastasis        Male    lymph_node
#> ...                                           ...         ...           ...
#> YKG1_CENTRAL_NERVOUS_SYSTEM               Primary      Female            NA
#> YMB1E_BREAST                                   NA          NA            NA
#> YT_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE          NA          NA            NA
#> ZR751_BREAST                           Metastasis      Female       ascites
#> ZR7530_BREAST                          Metastasis      Female       ascites
#>                                          siteSubtype1 siteSubtype2 siteSubtype3
#>                                           <character>  <character>  <character>
#> A101D_SKIN                                         NS           NS           NS
#> A1207_CENTRAL_NERVOUS_SYSTEM                       NS           NS           NS
#> A172_CENTRAL_NERVOUS_SYSTEM                     brain           NS           NS
#> A204_SOFT_TISSUE                      striated_muscle           NS           NS
#> A2058_SKIN                                         NS           NS           NS
#> ...                                               ...          ...          ...
#> YKG1_CENTRAL_NERVOUS_SYSTEM             temporal_lobe           NS           NS
#> YMB1E_BREAST                                       NA           NA           NA
#> YT_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE              NA           NA           NA
#> ZR751_BREAST                                       NS           NS           NS
#> ZR7530_BREAST                                      NS           NS           NS
#>                                       supplements tmbNonsynonymous   tumorType
#>                                       <character>        <numeric> <character>
#> A101D_SKIN                                     NA          8.40000    melanoma
#> A1207_CENTRAL_NERVOUS_SYSTEM                   NA          3.20000      glioma
#> A172_CENTRAL_NERVOUS_SYSTEM                    NA          9.06667      glioma
#> A204_SOFT_TISSUE                               NA          7.00000 soft_tissue
#> A2058_SKIN                                     NA         18.66667    melanoma
#> ...                                           ...              ...         ...
#> YKG1_CENTRAL_NERVOUS_SYSTEM                    NA          12.0667      glioma
#> YMB1E_BREAST                                   NA           8.9000          NA
#> YT_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE          NA          18.2000          NA
#> ZR751_BREAST                                   NA           8.5000      breast
#> ZR7530_BREAST                                  NA          12.9667      breast
#>                                       typeRefined
#>                                       <character>
#> A101D_SKIN                               melanoma
#> A1207_CENTRAL_NERVOUS_SYSTEM               glioma
#> A172_CENTRAL_NERVOUS_SYSTEM                glioma
#> A204_SOFT_TISSUE                      soft_tissue
#> A2058_SKIN                               melanoma
#> ...                                           ...
#> YKG1_CENTRAL_NERVOUS_SYSTEM                glioma
#> YMB1E_BREAST                               breast
#> YT_HAEMATOPOIETIC_AND_LYMPHOID_TISSUE          NA
#> ZR751_BREAST                               breast
#> ZR7530_BREAST                              breast