NDRG1 expression in cancers confers dependence on DNA damage repair and sensitivity to quinacrine
Data files
Jul 10, 2026 version files 5.43 MB
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Quinacrine_screen_data_final.zip
4.44 MB
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README.md
11.30 KB
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siRNA_screen_data.zip
978.30 KB
Abstract
Cancer cells exploit DNA repair to overcome damage and errors induced by rapid proliferation and repressed checkpoints. Thus, the loss of one DNA repair protein can make tumors more susceptible to inhibition of other repair pathways. Here, using in silico methodologies and high-content genetic and cell survival screens, we found that the antimalarial drug quinacrine impaired the DNA damage response (DDR) in multiple cancer cell lines. Quinacrine disrupted the interaction of the stress-response protein NDRG1 with the major segregase VCP, which in turn promoted the degradation of the E3 ubiquitin ligase RNF8 and other proteins that mediate the recruitment of the critical DDR protein 53BP1 to sites of DNA damage. This impaired recruitment of 53BP1 caused increases in the DNA damage marker γH2AX. High NDRG1 expression in tumors correlated with poor survival in patients, and high expression in various cancer cell lines correlated with quinacrine sensitivity. Colorectal carcinoma cells were particularly vulnerable to pharmacological or genetic inhibition of NDRG1, and high NDRG1 expression and mutations in MLH1 and PARP3 resulted in synthetic lethality. Our findings identify combination genetic markers that might be therapeutically exploited in colon cancer, as well as provide a platform for such discovery in distinct cancer types.
This dataset contains two independent screens investigating quinacrine
sensitivity:
- Quinacrine_screen_data_final.zip
- Cell proliferation/viability IC50 screen across multiple cancer cell lines.
- siRNA_screen_data.zip
- High-content siRNA screen identifying potential quinacrine-related targets.
All IC50 values for the quinacrine cell line screen are summarized in the master
Excel file:
20230822_Compound C_cell_line_timeline_data_updates.xlsx
The primary sheet required for downstream analysis is:
“1st_2nd_batch_result summary”
Other Excel sheets, figures, formulas, and formatting are retained to aid
interpretation and re-analysis of the experiments.
To improve accessibility and downstream analysis, key tabular sheets from the
Excel files have also been exported and provided as CSV files. These CSV files
contain the same tabular values as the corresponding Excel sheets, without
Excel-specific formatting, frozen panes, formulas, or embedded figures.
The main CSV file for downstream analysis is the exported version of the
“1st_2nd_batch_result summary” sheet from the master Excel file. A CSV version
of the “Planned_screen_cell line” sheet is also provided. In addition, the
“Cpd tracking” sheet from each individual experiment Excel file has been
exported as a separate CSV file. The original Excel files are retained as supporting
files because they contain additional analysis context, calculations, and figures that
may aid interpretation or re-analysis.
1. QUINACRINE_SCREEN_DATA_FINAL.ZIP
Structure:
- 20230822_Compound C_cell_line_timeline_data_updates.xlsx | MASTER file containing the combined IC50 summary and supporting sheets
- CSV exports from the master Excel file
- Planned_screen_cell line.csv | CSV export of the “Planned_screen_cell line” sheet
- 1st_2nd_batch_result summary.csv | CSV export of the main IC50 summary sheet; primary file for downstream
analysis
|-- 12 individual experiment folders
- Folders: YYYYMMDD_Cell Proliferation...IC50_[Researcher]
- YYYYMMDD_Cell Proliferation...IC50.xlsx | Experiment-level Excel file containing compound information, protocol, raw data/analysis sheets, plots, calculations, and IC50 results
- Cpd tracking.csv | CSV export of the “Cpd tracking” sheet from the corresponding experiment
- |-- raw data/ | Instrument-exported raw luminescence data in .csv format
Assay summary:
Compound: Quinacrine / Quinacrine dihydrochloride
Assay: Cell proliferation/viability assay
Output: IC50 values
Primary IC50 unit: nM
Note: Some summary descriptions may refer to IC50 in uM; the tabular files
report IC50 in nM unless otherwise stated.
1.1 MASTER FILE: 20230822_Compound C_cell_line_timeline_data_updates.xlsx
This file contains the following sheets:
Planned_screen_cell line
Planning information for the cell line screen.
Design_timeline
Experimental design and timeline information.
1st_2nd_batch_result summary
Main summary sheet containing the combined IC50 results from the screen. This is the primary sheet for downstream analysis.
Sensitive cell lines
Subset/annotation of cell lines identified as relatively sensitive to
quinacrine.
Repeats
Information on repeated measurements/experiments.
Normal control
Information related to non-cancer/normal control cell lines.
CSV exports:
The “Planned_screen_cell line” and “1st_2nd_batch_result summary” sheets are
also provided as CSV files for accessibility and downstream analysis.
1.2 MAIN SUMMARY SHEET: “1st_2nd_batch_result summary”
This sheet contains one row per assay result/cell line measurement.
A CSV export of this sheet is also provided and is the recommended file for
downstream analysis.
Column descriptions:
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#: Row/index number.
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Assay date: Date on which the assay was performed.
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Compound ID: Name/identifier of the tested compound. In this dataset, this is quinacrine, usually listed as “Quinacrine (dihydrochloride)”.
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Start conc., nM: Starting/highest compound concentration used in the dose-response assay, in nanomolar (nM).
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Dilution: Serial dilution factor used to generate the dose-response concentration series. For example, “3” indicates a 3-fold dilution series.
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Assay name: Name of the proliferation/viability assay, usually including the cell line name.
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Y axis: Response metric used for dose-response curve fitting. In this dataset, this is
generally “Inhibition %”. -
IC50,nM: Half-maximal inhibitory concentration calculated from the fitted dose-response curve, in nanomolar (nM). Lower IC50 values indicate higher sensitivity to quinacrine.
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Top: Fitted upper asymptote/top response value of the dose-response curve,
generally expressed in the same response scale as the Y axis, e.g., inhibition
percentage. -
Bottom: Fitted lower asymptote/bottom response value of the dose-response curve, generally expressed in the same response scale as the Y axis.
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Plate number: Plate identifier/number for the assay plate.
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Operator: Person who performed or processed the assay.
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Cell line: Name of the tested cell line.
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Cancer type: Broad cancer type or disease category associated with the cell line.
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Cancer type details: More specific cancer subtype or histological annotation for the cell line.
Note: Some Excel cells may use comma decimal separators depending on spreadsheet formatting/export settings.
1.3 INDIVIDUAL EXPERIMENT FOLDERS
Each individual experiment folder contains an Excel file named similarly to:
YYYYMMDD_Cell Proliferation Assay on Cancer Cells_IC50.xlsx
These files contain experiment-level data and analysis for a given assay date.
Typical sheets include:
- Compound list: List of compounds and/or compound identifiers used in the experiment.
- Protocol: Experimental protocol information.
- Raw data and analysis-plate1: Raw plate data, normalization, calculations, fitted curves, and figures/plots used for analysis. Figures and formatting are included to aid interpretation and re-analysis.
Cpd tracking
Summary of calculated IC50 values for the experiment.
The “Cpd tracking” sheet from each individual experiment Excel file has also
been exported as a separate CSV file. These CSV files provide the experiment-
level IC50 results in a non-proprietary tabular format.
1.4 “Cpd tracking” SHEET COLUMN DESCRIPTIONS
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Assay date: Date on which the assay was performed.
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Compound ID: Name/identifier of the tested compound.
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Start conc., nM: Starting/highest compound concentration in nanomolar (nM).
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Dilution: Serial dilution factor.
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Assay name: Name of the assay, typically including the cell line name.
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Y axis: Response metric used for curve fitting, generally “Inhibition %”.
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IC50,nM: Calculated half-maximal inhibitory concentration in nanomolar (nM).
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Top: Fitted upper asymptote/top response value of the dose-response curve.
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Bottom: Fitted lower asymptote/bottom response value of the dose-response curve.
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Plate number: Plate identifier/number.
1.5 RAWDATA CSV FILES
The Rawdata folders contain instrument-exported .csv files from the plate
reader.
These files include raw luminescence values and instrument metadata. The main
data block is a plate matrix with rows A–P and columns 1–24, corresponding to a
384-well plate layout.
Important sections/fields in the raw CSV files:
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Plate information: Instrument metadata for the plate measurement.
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Plate: Plate number.
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Repeat: Measurement repeat number.
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Barcode: Plate barcode, if available.
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Measured height: Measurement height used by the instrument, if available.
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Chamber temperature at start / Chamber temperature at end: Instrument chamber temperature at the beginning/end of measurement.
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Humidity at start / Humidity at end: Humidity at the beginning/end of measurement.
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Ambient temperature at start / Ambient temperature at end: Ambient temperature at the beginning/end of measurement.
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Formula: Calculation applied by the instrument export, for example crosstalk
correction. -
Measurement date: Date and time of the plate measurement.
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Background information: Background/instrument signal information.
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Label: Instrument label/channel used for luminescence measurement.
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Result: Background result value reported by the instrument.
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Signal: Background signal value.
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Flashes/Time: Measurement time or flash/time setting.
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Meastime: Measurement time recorded by the instrument.
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MeasInfo: Instrument measurement settings.
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Calculated results / Results section: Main plate-level luminescence output. Values are reported by well position.
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Rows A–P: Plate row identifiers.
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Columns 1–24: Plate column identifiers.
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Well values: Raw or calculated luminescence signal values, reported as CPS
(counts per second), depending on the instrument export section. -
Basic assay information: Assay ID, assay start/finish/export times, protocol ID, protocol name, and
instrument serial number. -
Protocol information: Instrument protocol settings, plate type, measurement mode, and export
settings. -
Platemap: Plate layout exported by the instrument. Undefined wells may be marked as “-”.
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Calculations: Instrument calculation information, such as crosstalk correction.
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Instrument: Instrument serial number and nickname.
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Assay notifications: Instrument-generated warnings or notifications.
2. SIRNA_SCREEN_DATA.ZIP
Structure:
siRNA_screen_data.zip
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|-- 53BP1_readout/
| |-- plate_1_signal_norm_sampleRSA_result_INCL_CONTROLS.txt
| |-- plate_2_signal_norm_sampleRSA_result_INCL_CONTROLS.txt
| |-- plate_3_signal_norm_sampleRSA_result_INCL_CONTROLS.txt
|
|-- DAPL_readout/
| |-- plate_1_signal_norm_sampleRSA_result_INCL_CONTROLS.txt
| |-- plate_2_signal_norm_sampleRSA_result_INCL_CONTROLS.txt
| |-- plate_3_signal_norm_sampleRSA_result_INCL_CONTROLS.txt
|
|-- yH2AX_readout/
|-- plate_1_signal_norm_sampleRSA_result_INCL_CONTROLS.txt
|-- plate_2_signal_norm_sampleRSA_result_INCL_CONTROLS.txt
|-- plate_3_signal_norm_sampleRSA_result_INCL_CONTROLS.txt
Assay summary:
Cell line: U2OS
Library: Silencer Select Human DNA Damage Response siRNA Library
Library size: 582 genes, 3 siRNAs per gene
Treatment: 10 uM quinacrine for 8 h after 48 h siRNA transfection
Readouts: yH2AX and 53BP1 foci as DNA damage markers; DAPL as cell death marker
Output: Normalized signal per well and hit identification metrics
2.1 SIRNA SCREEN FILE FORMAT
Files are tab-delimited .txt files.
Column descriptions:
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Plate.Name: Plate identifier/name.
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Row: Plate row.
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Col: Plate column.
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signal: Raw fluorescence intensity signal for the well.
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Gene.Symbol: Gene targeted by the siRNA.
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well_type: Well category. “S” indicates sample wells; other entries indicate controls.
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siRNA.ID: Identifier of the siRNA reagent.
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signal_norm_pos: Signal normalized relative to positive controls.
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signal_norm: Normalized signal value used for analysis.
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signal_norm_neg: Signal normalized relative to negative controls.
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Score: Hit-calling score.
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LogP: Log-transformed p-value or statistical significance metric used for hit
calling. -
OPI_Hit: Hit identification/classification metric.
