# Converting a gDR-generated MultiAssayExperiment object into a PharmacoSet

## Introduction

The `PharmacoGx` package is a popular tool from the Bioconductor project within the field of bioinformatics and computational biology. Whereas the `gDR` package is a valuable tool that provides the framework for the import, processing, analysism and visualization of high-dimensional drug response data, the `PharmacoGx` package provides functionality to containerize processed drug response and genomic data to perform pharmacogenomic analyses. The data structure used by `PharmacoGx` is described as a `PharamcoSet` class, inherited from `CoreGx::CoreSet`. Inspired by the `SummarizedExperiment` class, a new data structure class called the `TreatmentResponseExperiment` was developed to store drug response data within the `PharmacoSet`.

In collaboration with the BHKLab, we have developed functionality to convert between the `gDR`-generated `MultiAssayExperiment (MAE)` object and the `PharmacoSet` object (see the ConvertingPharmacoSetToGDR vignette to convert from a PharmacoSet to gDR object).

# Loading the gDR-generated MAE object

This workflow assumes that you have already generated a `MAE` object using the `gDR` package. We will load in a `MAE` object generated using the data from the KW. Song et al, 2022 study. This `MAE` contains two drugs (`treatments`) and 7 cell lines (`samples`).

    (mae <- qs2::qs_read(
        system.file("extdata", "kyung2022mae", "MAE_E2.qs2", package = "gDRimport")
      )
    )
    #> A MultiAssayExperiment object of 2 listed
    #>  experiments with user-defined names and respective classes.
    #>  Containing an ExperimentList class object of length 2:
    #>  [1] matrix: SummarizedExperiment with 1 rows and 7 columns
    #>  [2] single-agent: SummarizedExperiment with 2 rows and 7 columns
    #> Functionality:
    #>  experiments() - obtain the ExperimentList instance
    #>  colData() - the primary/phenotype DataFrame
    #>  sampleMap() - the sample coordination DataFrame
    #>  `$`, `[`, `[[` - extract colData columns, subset, or experiment
    #>  *Format() - convert into a long or wide DataFrame
    #>  assays() - convert ExperimentList to a SimpleList of matrices
    #>  exportClass() - save data to flat files

# Converting the MAE object into a PharmacoSet object

First we will view the experiments and assays within the MultiAssayExperiment object.

    gDRutils::MAEpply(mae, assays)
    #> $matrix
    #> List of length 14
    #> names(14): RawTreated Controls Normalized ... CIScore_50 CIScore_80 Metrics
    #>
    #> $`single-agent`
    #> List of length 5
    #> names(5): RawTreated Controls Normalized Averaged Metrics

We will now convert the `MAE` object into a `PharmacoSet` object. We need to provide a name for the data object, in this example we will use the name of the study.

    pset <- convert_MAE_to_PSet(mae, pset_name="Kyung2022")
    #> 2026-04-20 05:27:11 Building assay index...
    #> 2026-04-20 05:27:11 Joining rowData to assayIndex...
    #> 2026-04-20 05:27:11 Joining colData to assayIndex...
    #> 2026-04-20 05:27:12 Joining assays to assayIndex...
    #> 2026-04-20 05:27:13 Setting assayIndex key...
    #> 2026-04-20 05:27:13 Building LongTable...

We can now view the `PharmacoSet` object.

    pset
    #> <PharmacoSet>
    #> Name: Kyung2022
    #> Date Created: Mon Apr 20 05:27:14 2026
    #> Number of samples:  7
    #> Molecular profiles: <MultiAssayExperiment>
    #>    ExperimentList class object of length 1:
    #>     [1] emptySE : SummarizedExperiment with 0 rows and 7 columns
    #> Treatment response: <TreatmentResponseExperiment>
    #>    dim:  3 7
    #>    assays(14): RawTreated Controls Normalized Averaged SmoothMatrix BlissExcess
    #>   HSAExcess all_iso_points isobolograms BlissScore HSAScore CIScore_50
    #>   CIScore_80 Metrics
    #>    rownames(3): G02001876_Palbociclib_CDK4|CDK6_168 G02967907_GDC-0077_PI3K-A_168 G02967907_GDC-0077_PI3K-A_G02001876_Palbociclib_CDK4|CDK6_vehicle_vehicle_168
    #>    rowData(10): treatmentid Gnumber DrugName ... DrugName_3 drug_moa_3 Duration
    #>    colnames(7): CL129757_MCF-7_Breast_MCF-7_unknown_30 CL130218_BT-474_Breast_BT-474_unknown_70 CL130742_T-47D_Breast_T-47D_unknown_60 ... CL131873_HCC1428_Breast_HCC1428_unknown_74 CL131891_EFM-19_Breast_EFM-19_unknown_64 CL131903_BT-483_Breast_BT-483_unknown_130
    #>    colData(7): sampleid clid CellLineName ... parental_identifier subtype ReferenceDivisionTime
    #>    metadata(0): none

We can view information about the drugs and cell lines in the `PharmacoSet` object using the `treatment` and `sample` slots:

    head(treatmentInfo(pset))
    #>                                                                     treatmentid
    #> 1 G02967907_GDC-0077_PI3K-A_G02001876_Palbociclib_CDK4|CDK6_vehicle_vehicle_168
    #> 2                                           G02001876_Palbociclib_CDK4|CDK6_168
    #> 3                                                 G02967907_GDC-0077_PI3K-A_168
    #>     Gnumber    DrugName  drug_moa Gnumber_2  DrugName_2 drug_moa_2 DrugName_3
    #> 1 G02967907    GDC-0077    PI3K-A G02001876 Palbociclib  CDK4|CDK6    vehicle
    #> 2 G02001876 Palbociclib CDK4|CDK6      <NA>        <NA>       <NA>       <NA>
    #> 3 G02967907    GDC-0077    PI3K-A      <NA>        <NA>       <NA>       <NA>
    #>   drug_moa_3 Duration
    #> 1    vehicle      168
    #> 2       <NA>      168
    #> 3       <NA>      168

    head(sampleInfo(pset))
    #>                                                                              sampleid
    #> CL129757_MCF-7_Breast_MCF-7_unknown_30         CL129757_MCF-7_Breast_MCF-7_unknown_30
    #> CL130218_BT-474_Breast_BT-474_unknown_70     CL130218_BT-474_Breast_BT-474_unknown_70
    #> CL130742_T-47D_Breast_T-47D_unknown_60         CL130742_T-47D_Breast_T-47D_unknown_60
    #> CL131438_CAMA-1_Breast_CAMA-1_unknown_53     CL131438_CAMA-1_Breast_CAMA-1_unknown_53
    #> CL131873_HCC1428_Breast_HCC1428_unknown_74 CL131873_HCC1428_Breast_HCC1428_unknown_74
    #> CL131891_EFM-19_Breast_EFM-19_unknown_64     CL131891_EFM-19_Breast_EFM-19_unknown_64
    #>                                                clid CellLineName Tissue
    #> CL129757_MCF-7_Breast_MCF-7_unknown_30     CL129757        MCF-7 Breast
    #> CL130218_BT-474_Breast_BT-474_unknown_70   CL130218       BT-474 Breast
    #> CL130742_T-47D_Breast_T-47D_unknown_60     CL130742        T-47D Breast
    #> CL131438_CAMA-1_Breast_CAMA-1_unknown_53   CL131438       CAMA-1 Breast
    #> CL131873_HCC1428_Breast_HCC1428_unknown_74 CL131873      HCC1428 Breast
    #> CL131891_EFM-19_Breast_EFM-19_unknown_64   CL131891       EFM-19 Breast
    #>                                            parental_identifier subtype
    #> CL129757_MCF-7_Breast_MCF-7_unknown_30                   MCF-7 unknown
    #> CL130218_BT-474_Breast_BT-474_unknown_70                BT-474 unknown
    #> CL130742_T-47D_Breast_T-47D_unknown_60                   T-47D unknown
    #> CL131438_CAMA-1_Breast_CAMA-1_unknown_53                CAMA-1 unknown
    #> CL131873_HCC1428_Breast_HCC1428_unknown_74             HCC1428 unknown
    #> CL131891_EFM-19_Breast_EFM-19_unknown_64                EFM-19 unknown
    #>                                            ReferenceDivisionTime batchid
    #> CL129757_MCF-7_Breast_MCF-7_unknown_30                        30       1
    #> CL130218_BT-474_Breast_BT-474_unknown_70                      70       1
    #> CL130742_T-47D_Breast_T-47D_unknown_60                        60       1
    #> CL131438_CAMA-1_Breast_CAMA-1_unknown_53                      53       1
    #> CL131873_HCC1428_Breast_HCC1428_unknown_74                    74       1
    #> CL131891_EFM-19_Breast_EFM-19_unknown_64                      64       1

# TreatmentResponseExperiment Object

The `TreatmentResponseExperiment` is a new class that was developed to store drug response data within the `PharmacoSet` object. This vignette will cover some basics about this class, however for more information, please refer to the `PharmacoSet` vignette TreatmentResponseExperiment****.

## Row and Column Names

    tre <- treatmentResponse(pset)
    head(rownames(tre))
    #> [1] "G02001876_Palbociclib_CDK4|CDK6_168"
    #> [2] "G02967907_GDC-0077_PI3K-A_168"
    #> [3] "G02967907_GDC-0077_PI3K-A_G02001876_Palbociclib_CDK4|CDK6_vehicle_vehicle_168"
    head(rowData(tre))
    #>                                                                      treatmentid
    #>                                                                           <char>
    #> 1:                                           G02001876_Palbociclib_CDK4|CDK6_168
    #> 2:                                                 G02967907_GDC-0077_PI3K-A_168
    #> 3: G02967907_GDC-0077_PI3K-A_G02001876_Palbociclib_CDK4|CDK6_vehicle_vehicle_168
    #>      Gnumber    DrugName  drug_moa Gnumber_2  DrugName_2 drug_moa_2 DrugName_3
    #>       <char>      <char>    <char>    <char>      <char>     <char>     <char>
    #> 1: G02001876 Palbociclib CDK4|CDK6      <NA>        <NA>       <NA>       <NA>
    #> 2: G02967907    GDC-0077    PI3K-A      <NA>        <NA>       <NA>       <NA>
    #> 3: G02967907    GDC-0077    PI3K-A G02001876 Palbociclib  CDK4|CDK6    vehicle
    #>    drug_moa_3 Duration
    #>        <char>    <num>
    #> 1:       <NA>      168
    #> 2:       <NA>      168
    #> 3:    vehicle      168

    head(colnames(tre))
    #> [1] "CL129757_MCF-7_Breast_MCF-7_unknown_30"
    #> [2] "CL130218_BT-474_Breast_BT-474_unknown_70"
    #> [3] "CL130742_T-47D_Breast_T-47D_unknown_60"
    #> [4] "CL131438_CAMA-1_Breast_CAMA-1_unknown_53"
    #> [5] "CL131873_HCC1428_Breast_HCC1428_unknown_74"
    #> [6] "CL131891_EFM-19_Breast_EFM-19_unknown_64"
    head(colData(tre))
    #>                                      sampleid     clid CellLineName Tissue
    #>                                        <char>   <char>       <char> <char>
    #> 1:     CL129757_MCF-7_Breast_MCF-7_unknown_30 CL129757        MCF-7 Breast
    #> 2:   CL130218_BT-474_Breast_BT-474_unknown_70 CL130218       BT-474 Breast
    #> 3:     CL130742_T-47D_Breast_T-47D_unknown_60 CL130742        T-47D Breast
    #> 4:   CL131438_CAMA-1_Breast_CAMA-1_unknown_53 CL131438       CAMA-1 Breast
    #> 5: CL131873_HCC1428_Breast_HCC1428_unknown_74 CL131873      HCC1428 Breast
    #> 6:   CL131891_EFM-19_Breast_EFM-19_unknown_64 CL131891       EFM-19 Breast
    #>    parental_identifier subtype ReferenceDivisionTime
    #>                 <char>  <char>                 <num>
    #> 1:               MCF-7 unknown                    30
    #> 2:              BT-474 unknown                    70
    #> 3:               T-47D unknown                    60
    #> 4:              CAMA-1 unknown                    53
    #> 5:             HCC1428 unknown                    74
    #> 6:              EFM-19 unknown                    64

## `data.table` Subsetting

In addition to regex queries, a `TreatmentResponseExperiment` object supports arbitrarily complex subset queries using the `data.table` API. To access this API, you will need to use the `.` function, which allows you to pass raw R expressions to be evaluated inside the `i` and `j` arguments for `dataTable[i, j]`.

For example if we want to subset to rows where the cell line is “CL131891_EFM-19_Breast_EFM-19_unknown_64” and drug is “G02967907_GDC-0077_PI3K-A_168”.

    tre[
      .(treatmentid=="G02967907_GDC-0077_PI3K-A_168"), # query on row
      .(sampleid=="CL131891_EFM-19_Breast_EFM-19_unknown_64") # query on column
    ]
    #> <TreatmentResponseExperiment>
    #>    dim:  1 1
    #>    assays(14): RawTreated Controls Normalized Averaged SmoothMatrix BlissExcess
    #>   HSAExcess all_iso_points isobolograms BlissScore HSAScore CIScore_50
    #>   CIScore_80 Metrics
    #>    rownames(1): G02967907_GDC-0077_PI3K-A_168
    #>    rowData(10): treatmentid Gnumber DrugName ... DrugName_3 drug_moa_3 Duration
    #>    colnames(1): CL131891_EFM-19_Breast_EFM-19_unknown_64
    #>    colData(7): sampleid clid CellLineName ... parental_identifier subtype ReferenceDivisionTime
    #>    metadata(0): none

We can also invert matches or subset on other columns in `rowData` or `colData`:

    tre[
      .(treatmentid!="G02967907_GDC-0077_PI3K-A_168"), # query on row
      .(sampleid!="CL131891_EFM-19_Breast_EFM-19_unknown_64") # query on column
    ]
    #> <TreatmentResponseExperiment>
    #>    dim:  2 6
    #>    assays(14): RawTreated Controls Normalized Averaged SmoothMatrix BlissExcess
    #>   HSAExcess all_iso_points isobolograms BlissScore HSAScore CIScore_50
    #>   CIScore_80 Metrics
    #>    rownames(2): G02001876_Palbociclib_CDK4|CDK6_168 G02967907_GDC-0077_PI3K-A_G02001876_Palbociclib_CDK4|CDK6_vehicle_vehicle_168
    #>    rowData(10): treatmentid Gnumber DrugName ... DrugName_3 drug_moa_3 Duration
    #>    colnames(6): CL129757_MCF-7_Breast_MCF-7_unknown_30 CL130218_BT-474_Breast_BT-474_unknown_70 CL130742_T-47D_Breast_T-47D_unknown_60 CL131438_CAMA-1_Breast_CAMA-1_unknown_53 CL131873_HCC1428_Breast_HCC1428_unknown_74 CL131903_BT-483_Breast_BT-483_unknown_130
    #>    colData(7): sampleid clid CellLineName ... parental_identifier subtype ReferenceDivisionTime
    #>    metadata(0): none

## assays

The assays can be viewed through the `assays` function. Each assay has a column “data_type” which references which `SummarizedExperiment` from the `MAE` the data corresponds with.

    lapply(assays(tre), head)
    #> $RawTreated
    #> Key: <treatmentid, sampleid>
    #>    treatmentid sampleid drug_moa drug_moa_2 drug_moa_3 DrugName DrugName_2
    #>         <char>   <char>   <char>     <char>     <char>   <char>     <char>
    #> 1:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 2:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 3:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 4:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 5:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 6:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #>    DrugName_3 Duration Gnumber Gnumber_2 CellLineName   clid
    #>        <char>    <num>  <char>    <char>       <char> <char>
    #> 1:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 2:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 3:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 4:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 5:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 6:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #>    parental_identifier ReferenceDivisionTime subtype Tissue    data_type
    #>                 <char>                 <num>  <char> <char>       <char>
    #> 1:                <NA>                    NA    <NA>   <NA> single-agent
    #> 2:                <NA>                    NA    <NA>   <NA> single-agent
    #> 3:                <NA>                    NA    <NA>   <NA> single-agent
    #> 4:                <NA>                    NA    <NA>   <NA> single-agent
    #> 5:                <NA>                    NA    <NA>   <NA> single-agent
    #> 6:                <NA>                    NA    <NA>   <NA> single-agent
    #>    Concentration Concentration_2   Barcode ReadoutValue BackgroundValue
    #>            <num>           <num>    <char>        <num>           <num>
    #> 1:   0.001524158              NA 30190103p       921614             483
    #> 2:   0.001524158              NA 30190103p       999312             483
    #> 3:   0.001524158              NA 30190103p      1104556             483
    #> 4:   0.001524158              NA 30190103p      1122112             483
    #> 5:   0.004572471              NA 30190103p       874807             483
    #> 6:   0.004572471              NA 30190103p       994797             483
    #>                                Template WellRow WellColumn record_id masked
    #>                                  <char>  <char>     <char>     <int> <lgcl>
    #> 1: Template_0077_Palbo_7daytreated.xlsx       D         20      2832  FALSE
    #> 2: Template_0077_Palbo_7daytreated.xlsx       C         20      2831  FALSE
    #> 3: Template_0077_Palbo_7daytreated.xlsx       D         19      2830  FALSE
    #> 4: Template_0077_Palbo_7daytreated.xlsx       C         19      2829  FALSE
    #> 5: Template_0077_Palbo_7daytreated.xlsx       C         18      2835  FALSE
    #> 6: Template_0077_Palbo_7daytreated.xlsx       D         18      2836  FALSE
    #>    CorrectedReadout swap_sa i.Gnumber  i.DrugName i.drug_moa i.Gnumber_2
    #>               <num>  <lgcl>    <char>      <char>     <char>      <char>
    #> 1:           921131      NA G02001876 Palbociclib  CDK4|CDK6        <NA>
    #> 2:           998829      NA G02001876 Palbociclib  CDK4|CDK6        <NA>
    #> 3:          1104073      NA G02001876 Palbociclib  CDK4|CDK6        <NA>
    #> 4:          1121629      NA G02001876 Palbociclib  CDK4|CDK6        <NA>
    #> 5:           874324      NA G02001876 Palbociclib  CDK4|CDK6        <NA>
    #> 6:           994314      NA G02001876 Palbociclib  CDK4|CDK6        <NA>
    #>    i.DrugName_2 i.drug_moa_2 i.DrugName_3 i.drug_moa_3 i.Duration   i.clid
    #>          <char>       <char>       <char>       <char>      <num>   <char>
    #> 1:         <NA>         <NA>         <NA>         <NA>        168 CL129757
    #> 2:         <NA>         <NA>         <NA>         <NA>        168 CL129757
    #> 3:         <NA>         <NA>         <NA>         <NA>        168 CL129757
    #> 4:         <NA>         <NA>         <NA>         <NA>        168 CL129757
    #> 5:         <NA>         <NA>         <NA>         <NA>        168 CL129757
    #> 6:         <NA>         <NA>         <NA>         <NA>        168 CL129757
    #>    i.CellLineName i.Tissue i.parental_identifier i.subtype
    #>            <char>   <char>                <char>    <char>
    #> 1:          MCF-7   Breast                 MCF-7   unknown
    #> 2:          MCF-7   Breast                 MCF-7   unknown
    #> 3:          MCF-7   Breast                 MCF-7   unknown
    #> 4:          MCF-7   Breast                 MCF-7   unknown
    #> 5:          MCF-7   Breast                 MCF-7   unknown
    #> 6:          MCF-7   Breast                 MCF-7   unknown
    #>    i.ReferenceDivisionTime
    #>                      <num>
    #> 1:                      30
    #> 2:                      30
    #> 3:                      30
    #> 4:                      30
    #> 5:                      30
    #> 6:                      30
    #>
    #> $Controls
    #> Key: <treatmentid, sampleid>
    #>    treatmentid sampleid drug_moa drug_moa_2 drug_moa_3 DrugName DrugName_2
    #>         <char>   <char>   <char>     <char>     <char>   <char>     <char>
    #> 1:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 2:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 3:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 4:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 5:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 6:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #>    DrugName_3 Duration Gnumber Gnumber_2 CellLineName   clid
    #>        <char>    <num>  <char>    <char>       <char> <char>
    #> 1:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 2:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 3:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 4:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 5:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 6:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #>    parental_identifier ReferenceDivisionTime subtype Tissue    data_type
    #>                 <char>                 <num>  <char> <char>       <char>
    #> 1:                <NA>                    NA    <NA>   <NA> single-agent
    #> 2:                <NA>                    NA    <NA>   <NA> single-agent
    #> 3:                <NA>                    NA    <NA>   <NA> single-agent
    #> 4:                <NA>                    NA    <NA>   <NA> single-agent
    #> 5:                <NA>                    NA    <NA>   <NA> single-agent
    #> 6:                <NA>                    NA    <NA>   <NA> single-agent
    #>    control_type CorrectedReadout record_id   Barcode isDay0 i.Gnumber
    #>          <char>            <num>     <int>    <char> <lgcl>    <char>
    #> 1:  Day0Readout            97219      2401 20190103p   TRUE G02001876
    #> 2:  Day0Readout            97219      2402 20190103p   TRUE G02001876
    #> 3:  Day0Readout            97219      2403 20190103p   TRUE G02001876
    #> 4:  Day0Readout            97219      2404 20190103p   TRUE G02001876
    #> 5:  Day0Readout            97219      2405 20190103p   TRUE G02001876
    #> 6:  Day0Readout            97219      2406 20190103p   TRUE G02001876
    #>     i.DrugName i.drug_moa i.Gnumber_2 i.DrugName_2 i.drug_moa_2 i.DrugName_3
    #>         <char>     <char>      <char>       <char>       <char>       <char>
    #> 1: Palbociclib  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>
    #> 2: Palbociclib  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>
    #> 3: Palbociclib  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>
    #> 4: Palbociclib  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>
    #> 5: Palbociclib  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>
    #> 6: Palbociclib  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>
    #>    i.drug_moa_3 i.Duration   i.clid i.CellLineName i.Tissue
    #>          <char>      <num>   <char>         <char>   <char>
    #> 1:         <NA>        168 CL129757          MCF-7   Breast
    #> 2:         <NA>        168 CL129757          MCF-7   Breast
    #> 3:         <NA>        168 CL129757          MCF-7   Breast
    #> 4:         <NA>        168 CL129757          MCF-7   Breast
    #> 5:         <NA>        168 CL129757          MCF-7   Breast
    #> 6:         <NA>        168 CL129757          MCF-7   Breast
    #>    i.parental_identifier i.subtype i.ReferenceDivisionTime
    #>                   <char>    <char>                   <num>
    #> 1:                 MCF-7   unknown                      30
    #> 2:                 MCF-7   unknown                      30
    #> 3:                 MCF-7   unknown                      30
    #> 4:                 MCF-7   unknown                      30
    #> 5:                 MCF-7   unknown                      30
    #> 6:                 MCF-7   unknown                      30
    #>
    #> $Normalized
    #> Key: <treatmentid, sampleid>
    #>    treatmentid sampleid drug_moa drug_moa_2 drug_moa_3 DrugName DrugName_2
    #>         <char>   <char>   <char>     <char>     <char>   <char>     <char>
    #> 1:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 2:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 3:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 4:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 5:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 6:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #>    DrugName_3 Duration Gnumber Gnumber_2 CellLineName   clid
    #>        <char>    <num>  <char>    <char>       <char> <char>
    #> 1:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 2:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 3:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 4:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 5:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 6:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #>    parental_identifier ReferenceDivisionTime subtype Tissue    data_type
    #>                 <char>                 <num>  <char> <char>       <char>
    #> 1:                <NA>                    NA    <NA>   <NA> single-agent
    #> 2:                <NA>                    NA    <NA>   <NA> single-agent
    #> 3:                <NA>                    NA    <NA>   <NA> single-agent
    #> 4:                <NA>                    NA    <NA>   <NA> single-agent
    #> 5:                <NA>                    NA    <NA>   <NA> single-agent
    #> 6:                <NA>                    NA    <NA>   <NA> single-agent
    #>    Concentration Concentration_2 masked normalization_type      x i.Gnumber
    #>            <num>           <num> <lgcl>             <fctr>  <num>    <char>
    #> 1:   0.001524158              NA  FALSE                 RV 0.8253 G02001876
    #> 2:   0.001524158              NA  FALSE                 RV 0.8949 G02001876
    #> 3:   0.001524158              NA  FALSE                 RV 0.9892 G02001876
    #> 4:   0.001524158              NA  FALSE                 RV 1.0049 G02001876
    #> 5:   0.004572471              NA  FALSE                 RV 0.7833 G02001876
    #> 6:   0.004572471              NA  FALSE                 RV 0.8908 G02001876
    #>     i.DrugName i.drug_moa i.Gnumber_2 i.DrugName_2 i.drug_moa_2 i.DrugName_3
    #>         <char>     <char>      <char>       <char>       <char>       <char>
    #> 1: Palbociclib  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>
    #> 2: Palbociclib  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>
    #> 3: Palbociclib  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>
    #> 4: Palbociclib  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>
    #> 5: Palbociclib  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>
    #> 6: Palbociclib  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>
    #>    i.drug_moa_3 i.Duration   i.clid i.CellLineName i.Tissue
    #>          <char>      <num>   <char>         <char>   <char>
    #> 1:         <NA>        168 CL129757          MCF-7   Breast
    #> 2:         <NA>        168 CL129757          MCF-7   Breast
    #> 3:         <NA>        168 CL129757          MCF-7   Breast
    #> 4:         <NA>        168 CL129757          MCF-7   Breast
    #> 5:         <NA>        168 CL129757          MCF-7   Breast
    #> 6:         <NA>        168 CL129757          MCF-7   Breast
    #>    i.parental_identifier i.subtype i.ReferenceDivisionTime
    #>                   <char>    <char>                   <num>
    #> 1:                 MCF-7   unknown                      30
    #> 2:                 MCF-7   unknown                      30
    #> 3:                 MCF-7   unknown                      30
    #> 4:                 MCF-7   unknown                      30
    #> 5:                 MCF-7   unknown                      30
    #> 6:                 MCF-7   unknown                      30
    #>
    #> $Averaged
    #> Key: <treatmentid, sampleid>
    #>    treatmentid sampleid drug_moa drug_moa_2 drug_moa_3 DrugName DrugName_2
    #>         <char>   <char>   <char>     <char>     <char>   <char>     <char>
    #> 1:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 2:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 3:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 4:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 5:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 6:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #>    DrugName_3 Duration Gnumber Gnumber_2 CellLineName   clid
    #>        <char>    <num>  <char>    <char>       <char> <char>
    #> 1:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 2:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 3:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 4:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 5:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 6:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #>    parental_identifier ReferenceDivisionTime subtype Tissue    data_type
    #>                 <char>                 <num>  <char> <char>       <char>
    #> 1:                <NA>                    NA    <NA>   <NA> single-agent
    #> 2:                <NA>                    NA    <NA>   <NA> single-agent
    #> 3:                <NA>                    NA    <NA>   <NA> single-agent
    #> 4:                <NA>                    NA    <NA>   <NA> single-agent
    #> 5:                <NA>                    NA    <NA>   <NA> single-agent
    #> 6:                <NA>                    NA    <NA>   <NA> single-agent
    #>    normalization_type Concentration Concentration_2        x      x_std
    #>                <fctr>         <num>           <num>    <num>      <num>
    #> 1:                 RV   0.001524158              NA 0.928575 0.08426274
    #> 2:                 GR   0.001524158              NA 0.952225 0.05675581
    #> 3:                 RV   0.004572471              NA 0.885050 0.07091133
    #> 4:                 GR   0.004572471              NA 0.923000 0.04998000
    #> 5:                 RV   0.013717406              NA 0.843800 0.05585201
    #> 6:                 GR   0.013717406              NA 0.894475 0.04037973
    #>    i.Gnumber  i.DrugName i.drug_moa i.Gnumber_2 i.DrugName_2 i.drug_moa_2
    #>       <char>      <char>     <char>      <char>       <char>       <char>
    #> 1: G02001876 Palbociclib  CDK4|CDK6        <NA>         <NA>         <NA>
    #> 2: G02001876 Palbociclib  CDK4|CDK6        <NA>         <NA>         <NA>
    #> 3: G02001876 Palbociclib  CDK4|CDK6        <NA>         <NA>         <NA>
    #> 4: G02001876 Palbociclib  CDK4|CDK6        <NA>         <NA>         <NA>
    #> 5: G02001876 Palbociclib  CDK4|CDK6        <NA>         <NA>         <NA>
    #> 6: G02001876 Palbociclib  CDK4|CDK6        <NA>         <NA>         <NA>
    #>    i.DrugName_3 i.drug_moa_3 i.Duration   i.clid i.CellLineName i.Tissue
    #>          <char>       <char>      <num>   <char>         <char>   <char>
    #> 1:         <NA>         <NA>        168 CL129757          MCF-7   Breast
    #> 2:         <NA>         <NA>        168 CL129757          MCF-7   Breast
    #> 3:         <NA>         <NA>        168 CL129757          MCF-7   Breast
    #> 4:         <NA>         <NA>        168 CL129757          MCF-7   Breast
    #> 5:         <NA>         <NA>        168 CL129757          MCF-7   Breast
    #> 6:         <NA>         <NA>        168 CL129757          MCF-7   Breast
    #>    i.parental_identifier i.subtype i.ReferenceDivisionTime
    #>                   <char>    <char>                   <num>
    #> 1:                 MCF-7   unknown                      30
    #> 2:                 MCF-7   unknown                      30
    #> 3:                 MCF-7   unknown                      30
    #> 4:                 MCF-7   unknown                      30
    #> 5:                 MCF-7   unknown                      30
    #> 6:                 MCF-7   unknown                      30
    #>
    #> $SmoothMatrix
    #> Key: <treatmentid, sampleid>
    #>    treatmentid sampleid drug_moa drug_moa_2 drug_moa_3 DrugName DrugName_2
    #>         <char>   <char>   <char>     <char>     <char>   <char>     <char>
    #> 1:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 2:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 3:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 4:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 5:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 6:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #>    DrugName_3 Duration Gnumber Gnumber_2 CellLineName   clid
    #>        <char>    <num>  <char>    <char>       <char> <char>
    #> 1:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 2:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 3:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 4:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 5:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 6:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #>    parental_identifier ReferenceDivisionTime subtype Tissue    data_type
    #>                 <char>                 <num>  <char> <char>       <char>
    #> 1:                <NA>                    NA    <NA>   <NA> single-agent
    #> 2:                <NA>                    NA    <NA>   <NA> single-agent
    #> 3:                <NA>                    NA    <NA>   <NA> single-agent
    #> 4:                <NA>                    NA    <NA>   <NA> single-agent
    #> 5:                <NA>                    NA    <NA>   <NA> single-agent
    #> 6:                <NA>                    NA    <NA>   <NA> single-agent
    #>    Concentration Concentration_2     x normalization_type i.Gnumber  i.DrugName
    #>            <num>           <num> <num>             <char>    <char>      <char>
    #> 1:            NA              NA    NA               <NA> G02001876 Palbociclib
    #> 2:            NA              NA    NA               <NA> G02001876 Palbociclib
    #> 3:            NA              NA    NA               <NA> G02001876 Palbociclib
    #> 4:            NA              NA    NA               <NA> G02001876 Palbociclib
    #> 5:            NA              NA    NA               <NA> G02967907    GDC-0077
    #> 6:            NA              NA    NA               <NA> G02967907    GDC-0077
    #>    i.drug_moa i.Gnumber_2 i.DrugName_2 i.drug_moa_2 i.DrugName_3 i.drug_moa_3
    #>        <char>      <char>       <char>       <char>       <char>       <char>
    #> 1:  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>         <NA>
    #> 2:  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>         <NA>
    #> 3:  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>         <NA>
    #> 4:  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>         <NA>
    #> 5:     PI3K-A        <NA>         <NA>         <NA>         <NA>         <NA>
    #> 6:     PI3K-A        <NA>         <NA>         <NA>         <NA>         <NA>
    #>    i.Duration   i.clid i.CellLineName i.Tissue i.parental_identifier i.subtype
    #>         <num>   <char>         <char>   <char>                <char>    <char>
    #> 1:        168 CL129757          MCF-7   Breast                 MCF-7   unknown
    #> 2:        168 CL130742          T-47D   Breast                 T-47D   unknown
    #> 3:        168 CL131873        HCC1428   Breast               HCC1428   unknown
    #> 4:        168 CL131903         BT-483   Breast                BT-483   unknown
    #> 5:        168 CL130218         BT-474   Breast                BT-474   unknown
    #> 6:        168 CL131438         CAMA-1   Breast                CAMA-1   unknown
    #>    i.ReferenceDivisionTime
    #>                      <num>
    #> 1:                      30
    #> 2:                      60
    #> 3:                      74
    #> 4:                     130
    #> 5:                      70
    #> 6:                      53
    #>
    #> $BlissExcess
    #> Key: <treatmentid, sampleid>
    #>    treatmentid sampleid drug_moa drug_moa_2 drug_moa_3 DrugName DrugName_2
    #>         <char>   <char>   <char>     <char>     <char>   <char>     <char>
    #> 1:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 2:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 3:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 4:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 5:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 6:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #>    DrugName_3 Duration Gnumber Gnumber_2 CellLineName   clid
    #>        <char>    <num>  <char>    <char>       <char> <char>
    #> 1:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 2:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 3:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 4:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 5:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 6:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #>    parental_identifier ReferenceDivisionTime subtype Tissue    data_type
    #>                 <char>                 <num>  <char> <char>       <char>
    #> 1:                <NA>                    NA    <NA>   <NA> single-agent
    #> 2:                <NA>                    NA    <NA>   <NA> single-agent
    #> 3:                <NA>                    NA    <NA>   <NA> single-agent
    #> 4:                <NA>                    NA    <NA>   <NA> single-agent
    #> 5:                <NA>                    NA    <NA>   <NA> single-agent
    #> 6:                <NA>                    NA    <NA>   <NA> single-agent
    #>    Concentration Concentration_2     x normalization_type i.Gnumber  i.DrugName
    #>            <num>           <num> <num>             <char>    <char>      <char>
    #> 1:            NA              NA    NA               <NA> G02001876 Palbociclib
    #> 2:            NA              NA    NA               <NA> G02001876 Palbociclib
    #> 3:            NA              NA    NA               <NA> G02001876 Palbociclib
    #> 4:            NA              NA    NA               <NA> G02001876 Palbociclib
    #> 5:            NA              NA    NA               <NA> G02967907    GDC-0077
    #> 6:            NA              NA    NA               <NA> G02967907    GDC-0077
    #>    i.drug_moa i.Gnumber_2 i.DrugName_2 i.drug_moa_2 i.DrugName_3 i.drug_moa_3
    #>        <char>      <char>       <char>       <char>       <char>       <char>
    #> 1:  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>         <NA>
    #> 2:  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>         <NA>
    #> 3:  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>         <NA>
    #> 4:  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>         <NA>
    #> 5:     PI3K-A        <NA>         <NA>         <NA>         <NA>         <NA>
    #> 6:     PI3K-A        <NA>         <NA>         <NA>         <NA>         <NA>
    #>    i.Duration   i.clid i.CellLineName i.Tissue i.parental_identifier i.subtype
    #>         <num>   <char>         <char>   <char>                <char>    <char>
    #> 1:        168 CL129757          MCF-7   Breast                 MCF-7   unknown
    #> 2:        168 CL130742          T-47D   Breast                 T-47D   unknown
    #> 3:        168 CL131873        HCC1428   Breast               HCC1428   unknown
    #> 4:        168 CL131903         BT-483   Breast                BT-483   unknown
    #> 5:        168 CL130218         BT-474   Breast                BT-474   unknown
    #> 6:        168 CL131438         CAMA-1   Breast                CAMA-1   unknown
    #>    i.ReferenceDivisionTime
    #>                      <num>
    #> 1:                      30
    #> 2:                      60
    #> 3:                      74
    #> 4:                     130
    #> 5:                      70
    #> 6:                      53
    #>
    #> $HSAExcess
    #> Key: <treatmentid, sampleid>
    #>    treatmentid sampleid drug_moa drug_moa_2 drug_moa_3 DrugName DrugName_2
    #>         <char>   <char>   <char>     <char>     <char>   <char>     <char>
    #> 1:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 2:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 3:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 4:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 5:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 6:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #>    DrugName_3 Duration Gnumber Gnumber_2 CellLineName   clid
    #>        <char>    <num>  <char>    <char>       <char> <char>
    #> 1:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 2:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 3:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 4:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 5:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 6:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #>    parental_identifier ReferenceDivisionTime subtype Tissue    data_type
    #>                 <char>                 <num>  <char> <char>       <char>
    #> 1:                <NA>                    NA    <NA>   <NA> single-agent
    #> 2:                <NA>                    NA    <NA>   <NA> single-agent
    #> 3:                <NA>                    NA    <NA>   <NA> single-agent
    #> 4:                <NA>                    NA    <NA>   <NA> single-agent
    #> 5:                <NA>                    NA    <NA>   <NA> single-agent
    #> 6:                <NA>                    NA    <NA>   <NA> single-agent
    #>    Concentration Concentration_2     x normalization_type i.Gnumber  i.DrugName
    #>            <num>           <num> <num>             <char>    <char>      <char>
    #> 1:            NA              NA    NA               <NA> G02001876 Palbociclib
    #> 2:            NA              NA    NA               <NA> G02001876 Palbociclib
    #> 3:            NA              NA    NA               <NA> G02001876 Palbociclib
    #> 4:            NA              NA    NA               <NA> G02001876 Palbociclib
    #> 5:            NA              NA    NA               <NA> G02967907    GDC-0077
    #> 6:            NA              NA    NA               <NA> G02967907    GDC-0077
    #>    i.drug_moa i.Gnumber_2 i.DrugName_2 i.drug_moa_2 i.DrugName_3 i.drug_moa_3
    #>        <char>      <char>       <char>       <char>       <char>       <char>
    #> 1:  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>         <NA>
    #> 2:  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>         <NA>
    #> 3:  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>         <NA>
    #> 4:  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>         <NA>
    #> 5:     PI3K-A        <NA>         <NA>         <NA>         <NA>         <NA>
    #> 6:     PI3K-A        <NA>         <NA>         <NA>         <NA>         <NA>
    #>    i.Duration   i.clid i.CellLineName i.Tissue i.parental_identifier i.subtype
    #>         <num>   <char>         <char>   <char>                <char>    <char>
    #> 1:        168 CL129757          MCF-7   Breast                 MCF-7   unknown
    #> 2:        168 CL130742          T-47D   Breast                 T-47D   unknown
    #> 3:        168 CL131873        HCC1428   Breast               HCC1428   unknown
    #> 4:        168 CL131903         BT-483   Breast                BT-483   unknown
    #> 5:        168 CL130218         BT-474   Breast                BT-474   unknown
    #> 6:        168 CL131438         CAMA-1   Breast                CAMA-1   unknown
    #>    i.ReferenceDivisionTime
    #>                      <num>
    #> 1:                      30
    #> 2:                      60
    #> 3:                      74
    #> 4:                     130
    #> 5:                      70
    #> 6:                      53
    #>
    #> $all_iso_points
    #> Key: <treatmentid, sampleid>
    #>    treatmentid sampleid drug_moa drug_moa_2 drug_moa_3 DrugName DrugName_2
    #>         <char>   <char>   <char>     <char>     <char>   <char>     <char>
    #> 1:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 2:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 3:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 4:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 5:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 6:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #>    DrugName_3 Duration Gnumber Gnumber_2 CellLineName   clid
    #>        <char>    <num>  <char>    <char>       <char> <char>
    #> 1:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 2:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 3:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 4:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 5:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 6:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #>    parental_identifier ReferenceDivisionTime subtype Tissue    data_type
    #>                 <char>                 <num>  <char> <char>       <char>
    #> 1:                <NA>                    NA    <NA>   <NA> single-agent
    #> 2:                <NA>                    NA    <NA>   <NA> single-agent
    #> 3:                <NA>                    NA    <NA>   <NA> single-agent
    #> 4:                <NA>                    NA    <NA>   <NA> single-agent
    #> 5:                <NA>                    NA    <NA>   <NA> single-agent
    #> 6:                <NA>                    NA    <NA>   <NA> single-agent
    #>    normalization_type i.Gnumber  i.DrugName i.drug_moa i.Gnumber_2 i.DrugName_2
    #>                <char>    <char>      <char>     <char>      <char>       <char>
    #> 1:               <NA> G02001876 Palbociclib  CDK4|CDK6        <NA>         <NA>
    #> 2:               <NA> G02001876 Palbociclib  CDK4|CDK6        <NA>         <NA>
    #> 3:               <NA> G02001876 Palbociclib  CDK4|CDK6        <NA>         <NA>
    #> 4:               <NA> G02001876 Palbociclib  CDK4|CDK6        <NA>         <NA>
    #> 5:               <NA> G02967907    GDC-0077     PI3K-A        <NA>         <NA>
    #> 6:               <NA> G02967907    GDC-0077     PI3K-A        <NA>         <NA>
    #>    i.drug_moa_2 i.DrugName_3 i.drug_moa_3 i.Duration   i.clid i.CellLineName
    #>          <char>       <char>       <char>      <num>   <char>         <char>
    #> 1:         <NA>         <NA>         <NA>        168 CL129757          MCF-7
    #> 2:         <NA>         <NA>         <NA>        168 CL130742          T-47D
    #> 3:         <NA>         <NA>         <NA>        168 CL131873        HCC1428
    #> 4:         <NA>         <NA>         <NA>        168 CL131903         BT-483
    #> 5:         <NA>         <NA>         <NA>        168 CL130218         BT-474
    #> 6:         <NA>         <NA>         <NA>        168 CL131438         CAMA-1
    #>    i.Tissue i.parental_identifier i.subtype i.ReferenceDivisionTime      x
    #>      <char>                <char>    <char>                   <num> <lgcl>
    #> 1:   Breast                 MCF-7   unknown                      30     NA
    #> 2:   Breast                 T-47D   unknown                      60     NA
    #> 3:   Breast               HCC1428   unknown                      74     NA
    #> 4:   Breast                BT-483   unknown                     130     NA
    #> 5:   Breast                BT-474   unknown                      70     NA
    #> 6:   Breast                CAMA-1   unknown                      53     NA
    #>
    #> $isobolograms
    #> Key: <treatmentid, sampleid>
    #>    treatmentid sampleid drug_moa drug_moa_2 drug_moa_3 DrugName DrugName_2
    #>         <char>   <char>   <char>     <char>     <char>   <char>     <char>
    #> 1:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 2:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 3:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 4:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 5:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 6:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #>    DrugName_3 Duration Gnumber Gnumber_2 CellLineName   clid
    #>        <char>    <num>  <char>    <char>       <char> <char>
    #> 1:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 2:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 3:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 4:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 5:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 6:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #>    parental_identifier ReferenceDivisionTime subtype Tissue    data_type
    #>                 <char>                 <num>  <char> <char>       <char>
    #> 1:                <NA>                    NA    <NA>   <NA> single-agent
    #> 2:                <NA>                    NA    <NA>   <NA> single-agent
    #> 3:                <NA>                    NA    <NA>   <NA> single-agent
    #> 4:                <NA>                    NA    <NA>   <NA> single-agent
    #> 5:                <NA>                    NA    <NA>   <NA> single-agent
    #> 6:                <NA>                    NA    <NA>   <NA> single-agent
    #>    normalization_type i.Gnumber  i.DrugName i.drug_moa i.Gnumber_2 i.DrugName_2
    #>                <char>    <char>      <char>     <char>      <char>       <char>
    #> 1:               <NA> G02001876 Palbociclib  CDK4|CDK6        <NA>         <NA>
    #> 2:               <NA> G02001876 Palbociclib  CDK4|CDK6        <NA>         <NA>
    #> 3:               <NA> G02001876 Palbociclib  CDK4|CDK6        <NA>         <NA>
    #> 4:               <NA> G02001876 Palbociclib  CDK4|CDK6        <NA>         <NA>
    #> 5:               <NA> G02967907    GDC-0077     PI3K-A        <NA>         <NA>
    #> 6:               <NA> G02967907    GDC-0077     PI3K-A        <NA>         <NA>
    #>    i.drug_moa_2 i.DrugName_3 i.drug_moa_3 i.Duration   i.clid i.CellLineName
    #>          <char>       <char>       <char>      <num>   <char>         <char>
    #> 1:         <NA>         <NA>         <NA>        168 CL129757          MCF-7
    #> 2:         <NA>         <NA>         <NA>        168 CL130742          T-47D
    #> 3:         <NA>         <NA>         <NA>        168 CL131873        HCC1428
    #> 4:         <NA>         <NA>         <NA>        168 CL131903         BT-483
    #> 5:         <NA>         <NA>         <NA>        168 CL130218         BT-474
    #> 6:         <NA>         <NA>         <NA>        168 CL131438         CAMA-1
    #>    i.Tissue i.parental_identifier i.subtype i.ReferenceDivisionTime      x
    #>      <char>                <char>    <char>                   <num> <lgcl>
    #> 1:   Breast                 MCF-7   unknown                      30     NA
    #> 2:   Breast                 T-47D   unknown                      60     NA
    #> 3:   Breast               HCC1428   unknown                      74     NA
    #> 4:   Breast                BT-483   unknown                     130     NA
    #> 5:   Breast                BT-474   unknown                      70     NA
    #> 6:   Breast                CAMA-1   unknown                      53     NA
    #>
    #> $BlissScore
    #> Key: <treatmentid, sampleid>
    #>    treatmentid sampleid drug_moa drug_moa_2 drug_moa_3 DrugName DrugName_2
    #>         <char>   <char>   <char>     <char>     <char>   <char>     <char>
    #> 1:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 2:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 3:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 4:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 5:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 6:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #>    DrugName_3 Duration Gnumber Gnumber_2 CellLineName   clid
    #>        <char>    <num>  <char>    <char>       <char> <char>
    #> 1:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 2:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 3:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 4:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 5:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 6:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #>    parental_identifier ReferenceDivisionTime subtype Tissue    data_type
    #>                 <char>                 <num>  <char> <char>       <char>
    #> 1:                <NA>                    NA    <NA>   <NA> single-agent
    #> 2:                <NA>                    NA    <NA>   <NA> single-agent
    #> 3:                <NA>                    NA    <NA>   <NA> single-agent
    #> 4:                <NA>                    NA    <NA>   <NA> single-agent
    #> 5:                <NA>                    NA    <NA>   <NA> single-agent
    #> 6:                <NA>                    NA    <NA>   <NA> single-agent
    #>    normalization_type     x i.Gnumber  i.DrugName i.drug_moa i.Gnumber_2
    #>                <char> <num>    <char>      <char>     <char>      <char>
    #> 1:               <NA>    NA G02001876 Palbociclib  CDK4|CDK6        <NA>
    #> 2:               <NA>    NA G02001876 Palbociclib  CDK4|CDK6        <NA>
    #> 3:               <NA>    NA G02001876 Palbociclib  CDK4|CDK6        <NA>
    #> 4:               <NA>    NA G02001876 Palbociclib  CDK4|CDK6        <NA>
    #> 5:               <NA>    NA G02967907    GDC-0077     PI3K-A        <NA>
    #> 6:               <NA>    NA G02967907    GDC-0077     PI3K-A        <NA>
    #>    i.DrugName_2 i.drug_moa_2 i.DrugName_3 i.drug_moa_3 i.Duration   i.clid
    #>          <char>       <char>       <char>       <char>      <num>   <char>
    #> 1:         <NA>         <NA>         <NA>         <NA>        168 CL129757
    #> 2:         <NA>         <NA>         <NA>         <NA>        168 CL130742
    #> 3:         <NA>         <NA>         <NA>         <NA>        168 CL131873
    #> 4:         <NA>         <NA>         <NA>         <NA>        168 CL131903
    #> 5:         <NA>         <NA>         <NA>         <NA>        168 CL130218
    #> 6:         <NA>         <NA>         <NA>         <NA>        168 CL131438
    #>    i.CellLineName i.Tissue i.parental_identifier i.subtype
    #>            <char>   <char>                <char>    <char>
    #> 1:          MCF-7   Breast                 MCF-7   unknown
    #> 2:          T-47D   Breast                 T-47D   unknown
    #> 3:        HCC1428   Breast               HCC1428   unknown
    #> 4:         BT-483   Breast                BT-483   unknown
    #> 5:         BT-474   Breast                BT-474   unknown
    #> 6:         CAMA-1   Breast                CAMA-1   unknown
    #>    i.ReferenceDivisionTime
    #>                      <num>
    #> 1:                      30
    #> 2:                      60
    #> 3:                      74
    #> 4:                     130
    #> 5:                      70
    #> 6:                      53
    #>
    #> $HSAScore
    #> Key: <treatmentid, sampleid>
    #>    treatmentid sampleid drug_moa drug_moa_2 drug_moa_3 DrugName DrugName_2
    #>         <char>   <char>   <char>     <char>     <char>   <char>     <char>
    #> 1:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 2:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 3:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 4:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 5:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 6:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #>    DrugName_3 Duration Gnumber Gnumber_2 CellLineName   clid
    #>        <char>    <num>  <char>    <char>       <char> <char>
    #> 1:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 2:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 3:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 4:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 5:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 6:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #>    parental_identifier ReferenceDivisionTime subtype Tissue    data_type
    #>                 <char>                 <num>  <char> <char>       <char>
    #> 1:                <NA>                    NA    <NA>   <NA> single-agent
    #> 2:                <NA>                    NA    <NA>   <NA> single-agent
    #> 3:                <NA>                    NA    <NA>   <NA> single-agent
    #> 4:                <NA>                    NA    <NA>   <NA> single-agent
    #> 5:                <NA>                    NA    <NA>   <NA> single-agent
    #> 6:                <NA>                    NA    <NA>   <NA> single-agent
    #>    normalization_type     x i.Gnumber  i.DrugName i.drug_moa i.Gnumber_2
    #>                <char> <num>    <char>      <char>     <char>      <char>
    #> 1:               <NA>    NA G02001876 Palbociclib  CDK4|CDK6        <NA>
    #> 2:               <NA>    NA G02001876 Palbociclib  CDK4|CDK6        <NA>
    #> 3:               <NA>    NA G02001876 Palbociclib  CDK4|CDK6        <NA>
    #> 4:               <NA>    NA G02001876 Palbociclib  CDK4|CDK6        <NA>
    #> 5:               <NA>    NA G02967907    GDC-0077     PI3K-A        <NA>
    #> 6:               <NA>    NA G02967907    GDC-0077     PI3K-A        <NA>
    #>    i.DrugName_2 i.drug_moa_2 i.DrugName_3 i.drug_moa_3 i.Duration   i.clid
    #>          <char>       <char>       <char>       <char>      <num>   <char>
    #> 1:         <NA>         <NA>         <NA>         <NA>        168 CL129757
    #> 2:         <NA>         <NA>         <NA>         <NA>        168 CL130742
    #> 3:         <NA>         <NA>         <NA>         <NA>        168 CL131873
    #> 4:         <NA>         <NA>         <NA>         <NA>        168 CL131903
    #> 5:         <NA>         <NA>         <NA>         <NA>        168 CL130218
    #> 6:         <NA>         <NA>         <NA>         <NA>        168 CL131438
    #>    i.CellLineName i.Tissue i.parental_identifier i.subtype
    #>            <char>   <char>                <char>    <char>
    #> 1:          MCF-7   Breast                 MCF-7   unknown
    #> 2:          T-47D   Breast                 T-47D   unknown
    #> 3:        HCC1428   Breast               HCC1428   unknown
    #> 4:         BT-483   Breast                BT-483   unknown
    #> 5:         BT-474   Breast                BT-474   unknown
    #> 6:         CAMA-1   Breast                CAMA-1   unknown
    #>    i.ReferenceDivisionTime
    #>                      <num>
    #> 1:                      30
    #> 2:                      60
    #> 3:                      74
    #> 4:                     130
    #> 5:                      70
    #> 6:                      53
    #>
    #> $CIScore_50
    #> Key: <treatmentid, sampleid>
    #>    treatmentid sampleid drug_moa drug_moa_2 drug_moa_3 DrugName DrugName_2
    #>         <char>   <char>   <char>     <char>     <char>   <char>     <char>
    #> 1:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 2:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 3:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 4:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 5:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 6:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #>    DrugName_3 Duration Gnumber Gnumber_2 CellLineName   clid
    #>        <char>    <num>  <char>    <char>       <char> <char>
    #> 1:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 2:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 3:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 4:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 5:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 6:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #>    parental_identifier ReferenceDivisionTime subtype Tissue    data_type
    #>                 <char>                 <num>  <char> <char>       <char>
    #> 1:                <NA>                    NA    <NA>   <NA> single-agent
    #> 2:                <NA>                    NA    <NA>   <NA> single-agent
    #> 3:                <NA>                    NA    <NA>   <NA> single-agent
    #> 4:                <NA>                    NA    <NA>   <NA> single-agent
    #> 5:                <NA>                    NA    <NA>   <NA> single-agent
    #> 6:                <NA>                    NA    <NA>   <NA> single-agent
    #>    normalization_type      x i.Gnumber  i.DrugName i.drug_moa i.Gnumber_2
    #>                <char> <lgcl>    <char>      <char>     <char>      <char>
    #> 1:               <NA>     NA G02001876 Palbociclib  CDK4|CDK6        <NA>
    #> 2:               <NA>     NA G02001876 Palbociclib  CDK4|CDK6        <NA>
    #> 3:               <NA>     NA G02001876 Palbociclib  CDK4|CDK6        <NA>
    #> 4:               <NA>     NA G02001876 Palbociclib  CDK4|CDK6        <NA>
    #> 5:               <NA>     NA G02967907    GDC-0077     PI3K-A        <NA>
    #> 6:               <NA>     NA G02967907    GDC-0077     PI3K-A        <NA>
    #>    i.DrugName_2 i.drug_moa_2 i.DrugName_3 i.drug_moa_3 i.Duration   i.clid
    #>          <char>       <char>       <char>       <char>      <num>   <char>
    #> 1:         <NA>         <NA>         <NA>         <NA>        168 CL129757
    #> 2:         <NA>         <NA>         <NA>         <NA>        168 CL130742
    #> 3:         <NA>         <NA>         <NA>         <NA>        168 CL131873
    #> 4:         <NA>         <NA>         <NA>         <NA>        168 CL131903
    #> 5:         <NA>         <NA>         <NA>         <NA>        168 CL130218
    #> 6:         <NA>         <NA>         <NA>         <NA>        168 CL131438
    #>    i.CellLineName i.Tissue i.parental_identifier i.subtype
    #>            <char>   <char>                <char>    <char>
    #> 1:          MCF-7   Breast                 MCF-7   unknown
    #> 2:          T-47D   Breast                 T-47D   unknown
    #> 3:        HCC1428   Breast               HCC1428   unknown
    #> 4:         BT-483   Breast                BT-483   unknown
    #> 5:         BT-474   Breast                BT-474   unknown
    #> 6:         CAMA-1   Breast                CAMA-1   unknown
    #>    i.ReferenceDivisionTime
    #>                      <num>
    #> 1:                      30
    #> 2:                      60
    #> 3:                      74
    #> 4:                     130
    #> 5:                      70
    #> 6:                      53
    #>
    #> $CIScore_80
    #> Key: <treatmentid, sampleid>
    #>    treatmentid sampleid drug_moa drug_moa_2 drug_moa_3 DrugName DrugName_2
    #>         <char>   <char>   <char>     <char>     <char>   <char>     <char>
    #> 1:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 2:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 3:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 4:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 5:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 6:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #>    DrugName_3 Duration Gnumber Gnumber_2 CellLineName   clid
    #>        <char>    <num>  <char>    <char>       <char> <char>
    #> 1:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 2:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 3:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 4:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 5:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 6:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #>    parental_identifier ReferenceDivisionTime subtype Tissue    data_type
    #>                 <char>                 <num>  <char> <char>       <char>
    #> 1:                <NA>                    NA    <NA>   <NA> single-agent
    #> 2:                <NA>                    NA    <NA>   <NA> single-agent
    #> 3:                <NA>                    NA    <NA>   <NA> single-agent
    #> 4:                <NA>                    NA    <NA>   <NA> single-agent
    #> 5:                <NA>                    NA    <NA>   <NA> single-agent
    #> 6:                <NA>                    NA    <NA>   <NA> single-agent
    #>    normalization_type      x i.Gnumber  i.DrugName i.drug_moa i.Gnumber_2
    #>                <char> <lgcl>    <char>      <char>     <char>      <char>
    #> 1:               <NA>     NA G02001876 Palbociclib  CDK4|CDK6        <NA>
    #> 2:               <NA>     NA G02001876 Palbociclib  CDK4|CDK6        <NA>
    #> 3:               <NA>     NA G02001876 Palbociclib  CDK4|CDK6        <NA>
    #> 4:               <NA>     NA G02001876 Palbociclib  CDK4|CDK6        <NA>
    #> 5:               <NA>     NA G02967907    GDC-0077     PI3K-A        <NA>
    #> 6:               <NA>     NA G02967907    GDC-0077     PI3K-A        <NA>
    #>    i.DrugName_2 i.drug_moa_2 i.DrugName_3 i.drug_moa_3 i.Duration   i.clid
    #>          <char>       <char>       <char>       <char>      <num>   <char>
    #> 1:         <NA>         <NA>         <NA>         <NA>        168 CL129757
    #> 2:         <NA>         <NA>         <NA>         <NA>        168 CL130742
    #> 3:         <NA>         <NA>         <NA>         <NA>        168 CL131873
    #> 4:         <NA>         <NA>         <NA>         <NA>        168 CL131903
    #> 5:         <NA>         <NA>         <NA>         <NA>        168 CL130218
    #> 6:         <NA>         <NA>         <NA>         <NA>        168 CL131438
    #>    i.CellLineName i.Tissue i.parental_identifier i.subtype
    #>            <char>   <char>                <char>    <char>
    #> 1:          MCF-7   Breast                 MCF-7   unknown
    #> 2:          T-47D   Breast                 T-47D   unknown
    #> 3:        HCC1428   Breast               HCC1428   unknown
    #> 4:         BT-483   Breast                BT-483   unknown
    #> 5:         BT-474   Breast                BT-474   unknown
    #> 6:         CAMA-1   Breast                CAMA-1   unknown
    #>    i.ReferenceDivisionTime
    #>                      <num>
    #> 1:                      30
    #> 2:                      60
    #> 3:                      74
    #> 4:                     130
    #> 5:                      70
    #> 6:                      53
    #>
    #> $Metrics
    #> Key: <treatmentid, sampleid>
    #>    treatmentid sampleid drug_moa drug_moa_2 drug_moa_3 DrugName DrugName_2
    #>         <char>   <char>   <char>     <char>     <char>   <char>     <char>
    #> 1:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 2:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 3:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 4:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 5:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #> 6:        <NA>     <NA>     <NA>       <NA>       <NA>     <NA>       <NA>
    #>    DrugName_3 Duration Gnumber Gnumber_2 CellLineName   clid
    #>        <char>    <num>  <char>    <char>       <char> <char>
    #> 1:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 2:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 3:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 4:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 5:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #> 6:       <NA>       NA    <NA>      <NA>         <NA>   <NA>
    #>    parental_identifier ReferenceDivisionTime subtype Tissue    data_type
    #>                 <char>                 <num>  <char> <char>       <char>
    #> 1:                <NA>                    NA    <NA>   <NA> single-agent
    #> 2:                <NA>                    NA    <NA>   <NA> single-agent
    #> 3:                <NA>                    NA    <NA>   <NA> single-agent
    #> 4:                <NA>                    NA    <NA>   <NA> single-agent
    #> 5:                <NA>                    NA    <NA>   <NA> single-agent
    #> 6:                <NA>                    NA    <NA>   <NA> single-agent
    #>       x_mean     x_AOC x_AOC_range       xc50    x_max       ec50      x_inf
    #>        <num>     <num>       <num>      <num>    <num>      <num>      <num>
    #> 1: 0.4766169 0.5233831   0.5685724 0.07649828 0.107050 0.06354470 0.08684205
    #> 2: 0.6438030 0.3561970   0.3828886 0.26119890 0.281750 0.09897928 0.32080324
    #> 3: 0.5797408 0.4202592   0.4560827 0.10802210 0.207125 0.08784832 0.21933259
    #> 4: 0.4888085 0.5111915   0.5620006 0.06629065 0.111625 0.05911087 0.12311310
    #> 5: 0.6458536 0.3541464   0.3770687 0.26781723 0.228300 0.13626047 0.27577126
    #> 6: 0.4821213 0.5178787   0.5639825 0.06294109 0.148225 0.04029515 0.16592442
    #>      x_0         h        r2   x_sd_avg               fit_type
    #>    <num>     <num>     <num>      <num>                 <char>
    #> 1:     1 1.0283168 0.9853800 0.05272629 DRC3pHillFitModelFixS0
    #> 2:     1 1.0574543 0.9465590 0.07259453 DRC3pHillFitModelFixS0
    #> 3:     1 2.7932767 0.9787945 0.06655135 DRC3pHillFitModelFixS0
    #> 4:     1 2.4657832 0.9946671 0.07915584 DRC3pHillFitModelFixS0
    #> 5:     1 1.1867664 0.9616801 0.06463053 DRC3pHillFitModelFixS0
    #> 6:     1 0.9041923 0.9740112 0.05594059 DRC3pHillFitModelFixS0
    #>    maxlog10Concentration N_conc normalization_type fit_source cotrt_value
    #>                    <num>  <int>             <char>     <char>       <num>
    #> 1:                     1     10                 RV        gDR          NA
    #> 2:                     1     10                 RV        gDR          NA
    #> 3:                     1     10                 RV        gDR          NA
    #> 4:                     1     10                 RV        gDR          NA
    #> 5:                     1     10                 RV        gDR          NA
    #> 6:                     1     10                 RV        gDR          NA
    #>    source i.Gnumber  i.DrugName i.drug_moa i.Gnumber_2 i.DrugName_2
    #>    <char>    <char>      <char>     <char>      <char>       <char>
    #> 1:   <NA> G02001876 Palbociclib  CDK4|CDK6        <NA>         <NA>
    #> 2:   <NA> G02001876 Palbociclib  CDK4|CDK6        <NA>         <NA>
    #> 3:   <NA> G02001876 Palbociclib  CDK4|CDK6        <NA>         <NA>
    #> 4:   <NA> G02001876 Palbociclib  CDK4|CDK6        <NA>         <NA>
    #> 5:   <NA> G02001876 Palbociclib  CDK4|CDK6        <NA>         <NA>
    #> 6:   <NA> G02001876 Palbociclib  CDK4|CDK6        <NA>         <NA>
    #>    i.drug_moa_2 i.DrugName_3 i.drug_moa_3 i.Duration   i.clid i.CellLineName
    #>          <char>       <char>       <char>      <num>   <char>         <char>
    #> 1:         <NA>         <NA>         <NA>        168 CL129757          MCF-7
    #> 2:         <NA>         <NA>         <NA>        168 CL130218         BT-474
    #> 3:         <NA>         <NA>         <NA>        168 CL130742          T-47D
    #> 4:         <NA>         <NA>         <NA>        168 CL131438         CAMA-1
    #> 5:         <NA>         <NA>         <NA>        168 CL131873        HCC1428
    #> 6:         <NA>         <NA>         <NA>        168 CL131891         EFM-19
    #>    i.Tissue i.parental_identifier i.subtype i.ReferenceDivisionTime
    #>      <char>                <char>    <char>                   <num>
    #> 1:   Breast                 MCF-7   unknown                      30
    #> 2:   Breast                BT-474   unknown                      70
    #> 3:   Breast                 T-47D   unknown                      60
    #> 4:   Breast                CAMA-1   unknown                      53
    #> 5:   Breast               HCC1428   unknown                      74
    #> 6:   Breast                EFM-19   unknown                      64

    assayNames(tre)
    #>  [1] "RawTreated"     "Controls"       "Normalized"     "Averaged"
    #>  [5] "SmoothMatrix"   "BlissExcess"    "HSAExcess"      "all_iso_points"
    #>  [9] "isobolograms"   "BlissScore"     "HSAScore"       "CIScore_50"
    #> [13] "CIScore_80"     "Metrics"

    head(assay(tre, "Metrics"),3)
    #> Key: <treatmentid, sampleid>
    #>                            treatmentid                                 sampleid
    #>                                 <char>                                   <char>
    #> 1: G02001876_Palbociclib_CDK4|CDK6_168   CL129757_MCF-7_Breast_MCF-7_unknown_30
    #> 2: G02001876_Palbociclib_CDK4|CDK6_168 CL130218_BT-474_Breast_BT-474_unknown_70
    #> 3: G02001876_Palbociclib_CDK4|CDK6_168   CL130742_T-47D_Breast_T-47D_unknown_60
    #>     drug_moa drug_moa_2 drug_moa_3    DrugName DrugName_2 DrugName_3 Duration
    #>       <char>     <char>     <char>      <char>     <char>     <char>    <num>
    #> 1: CDK4|CDK6       <NA>       <NA> Palbociclib       <NA>       <NA>      168
    #> 2: CDK4|CDK6       <NA>       <NA> Palbociclib       <NA>       <NA>      168
    #> 3: CDK4|CDK6       <NA>       <NA> Palbociclib       <NA>       <NA>      168
    #>      Gnumber Gnumber_2 CellLineName     clid parental_identifier
    #>       <char>    <char>       <char>   <char>              <char>
    #> 1: G02001876      <NA>        MCF-7 CL129757               MCF-7
    #> 2: G02001876      <NA>       BT-474 CL130218              BT-474
    #> 3: G02001876      <NA>        T-47D CL130742               T-47D
    #>    ReferenceDivisionTime subtype Tissue    data_type    x_mean     x_AOC
    #>                    <num>  <char> <char>       <char>     <num>     <num>
    #> 1:                    30 unknown Breast single-agent 0.4774514 0.5225486
    #> 2:                    70 unknown Breast single-agent 0.5916887 0.4083113
    #> 3:                    60 unknown Breast single-agent 0.5478704 0.4521296
    #>    x_AOC_range      xc50     x_max      ec50       x_inf   x_0         h
    #>          <num>     <num>     <num>     <num>       <num> <num>     <num>
    #> 1:   0.5592516 0.1100133 -0.017025 0.1161741 -0.03117468     1 1.1100114
    #> 2:   0.4338082 0.2091202  0.114275 0.1360264  0.16571556     1 0.9361851
    #> 3:   0.4876840 0.1164343  0.111425 0.1033672  0.13053185     1 2.5415386
    #>           r2   x_sd_avg               fit_type maxlog10Concentration N_conc
    #>        <num>      <num>                 <char>                 <num>  <int>
    #> 1: 0.9880388 0.05887778 DRC3pHillFitModelFixS0                     1     10
    #> 2: 0.9555750 0.08197778 DRC3pHillFitModelFixS0                     1     10
    #> 3: 0.9815621 0.06581980 DRC3pHillFitModelFixS0                     1     10
    #>    normalization_type fit_source cotrt_value source i.Gnumber  i.DrugName
    #>                <char>     <char>       <num> <char>    <char>      <char>
    #> 1:                 GR        gDR          NA   <NA> G02001876 Palbociclib
    #> 2:                 GR        gDR          NA   <NA> G02001876 Palbociclib
    #> 3:                 GR        gDR          NA   <NA> G02001876 Palbociclib
    #>    i.drug_moa i.Gnumber_2 i.DrugName_2 i.drug_moa_2 i.DrugName_3 i.drug_moa_3
    #>        <char>      <char>       <char>       <char>       <char>       <char>
    #> 1:  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>         <NA>
    #> 2:  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>         <NA>
    #> 3:  CDK4|CDK6        <NA>         <NA>         <NA>         <NA>         <NA>
    #>    i.Duration   i.clid i.CellLineName i.Tissue i.parental_identifier i.subtype
    #>         <num>   <char>         <char>   <char>                <char>    <char>
    #> 1:        168 CL129757          MCF-7   Breast                 MCF-7   unknown
    #> 2:        168 CL130218         BT-474   Breast                BT-474   unknown
    #> 3:        168 CL130742          T-47D   Breast                 T-47D   unknown
    #>    i.ReferenceDivisionTime
    #>                      <num>
    #> 1:                      30
    #> 2:                      70
    #> 3:                      60

# References

1. Song, K. W., Edgar, K. A., Hanan, E. J., Hafner, M., Oeh, J., Merchant, M., … & Friedman, L. S. (2022). RTK-dependent inducible degradation of mutant PI3K drives GDC-0077 (Inavolisib) efficacy. Cancer discovery, 12(1), 204-219.

    sessionInfo()
    #> R version 4.5.3 (2026-03-11)
    #> Platform: x86_64-pc-linux-gnu
    #> Running under: Ubuntu 24.04.4 LTS
    #>
    #> Matrix products: default
    #> BLAS:   /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3
    #> LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.26.so;  LAPACK version 3.12.0
    #>
    #> locale:
    #>  [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C
    #>  [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8
    #>  [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8
    #>  [7] LC_PAPER=en_US.UTF-8       LC_NAME=C
    #>  [9] LC_ADDRESS=C               LC_TELEPHONE=C
    #> [11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C
    #>
    #> time zone: Etc/UTC
    #> tzcode source: system (glibc)
    #>
    #> attached base packages:
    #> [1] stats4    stats     graphics  grDevices utils     datasets  methods
    #> [8] base
    #>
    #> other attached packages:
    #>  [1] MultiAssayExperiment_1.37.4 gDRimport_1.9.10
    #>  [3] PharmacoGx_3.15.0           CoreGx_2.15.0
    #>  [5] SummarizedExperiment_1.41.1 Biobase_2.71.0
    #>  [7] GenomicRanges_1.63.2        Seqinfo_1.1.0
    #>  [9] IRanges_2.45.0              S4Vectors_0.49.2
    #> [11] MatrixGenerics_1.23.0       matrixStats_1.5.0
    #> [13] BiocGenerics_0.57.1         generics_0.1.4
    #> [15] rmarkdown_2.31
    #>
    #> loaded via a namespace (and not attached):
    #>  [1] bitops_1.0-9          rlang_1.2.0           magrittr_2.0.5
    #>  [4] shinydashboard_0.7.3  otel_0.2.0            compiler_4.5.3
    #>  [7] vctrs_0.7.3           reshape2_1.4.5        relations_0.6-17
    #> [10] stringr_1.6.0         pkgconfig_2.0.3       crayon_1.5.3
    #> [13] fastmap_1.2.0         backports_1.5.1       XVector_0.51.0
    #> [16] caTools_1.18.3        promises_1.5.0        coop_0.6-3
    #> [19] xfun_0.57             cachem_1.1.0          jsonlite_2.0.0
    #> [22] SnowballC_0.7.1       later_1.4.8           DelayedArray_0.37.1
    #> [25] BiocParallel_1.45.0   parallel_4.5.3        sets_1.0-25
    #> [28] cluster_2.1.8.2       R6_2.6.1              bslib_0.10.0
    #> [31] stringi_1.8.7         RColorBrewer_1.1-3    limma_3.67.1
    #> [34] boot_1.3-32           jquerylib_0.1.4       Rcpp_1.1.1-1
    #> [37] knitr_1.51            downloader_0.4.1      httpuv_1.6.17
    #> [40] Matrix_1.7-5          igraph_2.2.3          tidyselect_1.2.1
    #> [43] abind_1.4-8           yaml_2.3.12           stringfish_0.18.0
    #> [46] gplots_3.3.0          codetools_0.2-20      lattice_0.22-9
    #> [49] tibble_3.3.1          plyr_1.8.9            shiny_1.13.0
    #> [52] BumpyMatrix_1.19.0    S7_0.2.1-1            evaluate_1.0.5
    #> [55] RcppParallel_5.1.11-2 bench_1.1.4           pillar_1.11.1
    #> [58] lsa_0.73.4            KernSmooth_2.23-26    checkmate_2.3.4
    #> [61] DT_0.34.0             shinyjs_2.1.1         piano_2.27.0
    #> [64] ggplot2_4.0.2         scales_1.4.0          gtools_3.9.5
    #> [67] xtable_1.8-8          marray_1.89.0         qs2_0.1.7
    #> [70] glue_1.8.1            slam_0.1-55           maketools_1.3.2
    #> [73] tools_4.5.3           sys_3.4.3             data.table_1.18.2.1
    #> [76] gDRutils_1.9.5        fgsea_1.37.4          buildtools_1.0.0
    #> [79] visNetwork_2.1.4      fastmatch_1.1-8       cowplot_1.2.0
    #> [82] grid_4.5.3            cli_3.6.6             S4Arrays_1.11.1
    #> [85] dplyr_1.2.1           gtable_0.3.6          sass_0.4.10
    #> [88] digest_0.6.39         SparseArray_1.11.13   htmlwidgets_1.6.4
    #> [91] farver_2.1.2          htmltools_0.5.9       lifecycle_1.0.5
    #> [94] statmod_1.5.1         mime_0.13