resnick_london_2019 / README.md
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metadata
language: en
license: cc-by-4.0
source_datasets: https://pubs.acs.org/doi/10.1021/jacs.9b02822
tags:
  - drug discovery
  - cysteine
  - chemistry
  - biology
  - covalent drugs
pretty_name: Rapid Covalent-Probe Discovery by Electrophile-Fragment Screening
dataset_summary: >-
  A library of 993 mildly electrophilic fragments characterized by a
  high-throughput thiol-reactivity assay. These were screened against 10
  cysteine-containing proteins. This dataset contains the readouts of the assays
  performed.
citation: |-
  @article{Resnick_London_2019,
    author={Resnick, London, et al.},
    title={Rapid Covalent-Probe Discovery by Electrophile-Fragment Screening},
    journal={Journal of the American Chemical Society},
    volume={141},
    number={22},
    pages={8951--8968},
    year={2019},
    doi={10.1021/jacs.9b02822},
    url={https://doi.org/10.1021/jacs.9b02822}
  }
size_categories:
  - n<1K
config_names:
  - ligands
  - proteins
configs:
  - config_name: ligands
    data_files:
      - split: train
        path: ligands/resnick_london_2019_ligands.csv
  - config_name: proteins
    data_files:
      - split: train
        path: proteins/resnick_london_2019_proteins.csv
dataset_info:
  - config_name: ligands
    features:
      - name: Compounds
        dtype: string
        description: ID of compounds used in publication.
      - name: SMILES
        dtype: string
        description: Sanitized SMILES strings of compounds.
      - name: Avg_k_M^-1*S^-1
        dtype: float64
        description: >-
          Average of second order kinetic rate constant from 3 independent
          measurements of intrinsic thiol reactivity. 
      - name: HB-2_Cells_Viability%
        dtype: float64
        description: >-
          % viability of HB-2 cells after 48 hour incubation with 10 µM
          electrophile.
      - name: CCD841_Cells_Viability%
        dtype: float64
        description: >-
          % viability of CCD841 cells after 48 hour incubation with 10 µM
          electrophile.
      - name: HEK293_Cells_Viability%
        dtype: float64
        description: >-
          % viability of HEK293 cells after 48 hour incubation with 10 µM
          electrophile.
      - name: Avg_%NNMT_activity
        dtype: float64
        description: Average % enzymatic inhibition of NNMT
      - name: NV3CP
        dtype: float64
        description: >-
          % labeling against NV3CP protein. BW = Compound was found in a well
          for which the meassurement was too noisy to assign labeling. 
      - name: BSA
        dtype: float64
        description: >-
          % labeling against BSA protein. BW = Compound was found in a well for
          which the meassurement was too noisy to assign labeling.
      - name: K-Ras_G12C
        dtype: float64
        description: >-
          % labeling against K-Ras_G12C protein. BW = Compound was found in a
          well for which the meassurement was too noisy to assign labeling.
      - name: NNMT
        dtype: float64
        description: >-
          % labeling against NNMT protein. BW = Compound was found in a well for
          which the meassurement was too noisy to assign labeling.
      - name: NUDT7
        dtype: float64
        description: >-
          % labeling against NUDT7 protein. BW = Compound was found in a well
          for which the meassurement was too noisy to assign labeling.
      - name: OTUB2
        dtype: float64
        description: >-
          % labeling against OTUB2 protein. BW = Compound was found in a well
          for which the meassurement was too noisy to assign labeling.
      - name: PBP_R504C
        dtype: float64
        description: >-
          % labeling against PBP_R504C protein. BW = Compound was found in a
          well for which the meassurement was too noisy to assign labeling.
      - name: PCAF
        dtype: float64
        description: >-
          % labeling against PCAF protein. BW = Compound was found in a well for
          which the meassurement was too noisy to assign labeling.
      - name: QSOX1
        dtype: float64
        description: >-
          % labeling against QSOX1 protein. BW = Compound was found in a well
          for which the meassurement was too noisy to assign labeling.
      - name: USP8
        dtype: float64
        description: >-
          % labeling against USP8 protein. BW = Compound was found in a well for
          which the meassurement was too noisy to assign labeling.
      - name: NV3CP_DL
        dtype: float64
        description: >-
          For each compound, 0 if no double labeling was detected; 1 double
          labeling of the compound (at least 10%).
      - name: BSA_DL
        dtype: float64
        description: >-
          For each compound, 0 if no double labeling was detected; 1 double
          labeling of the compound (at least 10%).
      - name: K-Ras_G12C_DL
        dtype: float64
        description: >-
          For each compound, 0 if no double labeling was detected; 1 double
          labeling of the compound (at least 10%).
      - name: NNMT_DL
        dtype: float64
        description: >-
          For each compound, 0 if no double labeling was detected; 1 double
          labeling of the compound (at least 10%).
      - name: NUDT7_DL
        dtype: float64
        description: >-
          For each compound, 0 if no double labeling was detected; 1 double
          labeling of the compound (at least 10%).
      - name: OTUB2_DL
        dtype: float64
        description: >-
          For each compound, 0 if no double labeling was detected; 1 double
          labeling of the compound (at least 10%).
      - name: PBP_R504C_DL
        dtype: float64
        description: >-
          For each compound, 0 if no double labeling was detected; 1 double
          labeling of the compound (at least 10%).
      - name: PCAF_DL
        dtype: float64
        description: >-
          For each compound, 0 if no double labeling was detected; 1 double
          labeling of the compound (at least 10%).
      - name: QSOX1_DL
        dtype: float64
        description: >-
          For each compound, 0 if no double labeling was detected; 1 double
          labeling of the compound (at least 10%).
      - name: USP8_DL
        dtype: float64
        description: >-
          For each compound, 0 if no double labeling was detected; 1 double
          labeling of the compound (at least 10%).
      - name: Original_NUDT7
        dtype: float64
        description: >-
          % compound labeling of NUDT7 with 5 compounds per well. Original
          columns is the original meassurement and is compared to a repetition
          that took place at least one year later (Repeat columns).
      - name: Repeat_5_per_well_NUDT7
        dtype: float64
        description: >-
          % compound labeling of NUDT7 with 5 compounds per well that took place
          at least one year after the Original measurement.
      - name: Repeat_1_per_well_NUDT7
        dtype: float64
        description: >-
          % compound labeling of NUDT7 with 1 compound per well, alone with the
          protein. These measurements took place at least one year after the
          Original measurement.
  - config_name: proteins
    features:
      - name: Uniprot
        dtype: string
        description: Uniprot ID for proteins
      - name: Symbol
        dtype: string
        description: Protein type identifier
      - name: Sequence
        dtype: string
        description: Peptides detected by isoTOP-ABPP with NUDT7-COV-1 and OTUB2-COV-1
      - name: Mod_Sites_NUDT7
        dtype: string
        description: Modified sites detected by isoTOP-ABPP with NUDT7-COV-1
      - name: Ratio_NUDT7
        dtype: string
        description: >-
          Ratio indicates the competition ratio between compound treated and
          untreated samples - where a ratio of 1 means no competition, and
          higher ratios may indicate probe labeling.
      - name: Mod_Sites_OTUB2
        dtype: string
        description: Modified sites detected by isoTOP-ABPP with OTUB2-COV-1
      - name: Ratio_OTUB2
        dtype: string
        description: >-
          Ratio indicates the competition ratio between compound treated and
          untreated samples - where a ratio of 1 means no competition, and
          higher ratios may indicate probe labeling.