CellDeathPred: a deep learning framework for ferroptosis and apoptosis prediction based on cell painting

Data Description:

• Two cell death modalities are considered in this study: apoptosis and ferroptosis. The treatments and their cell death types used in these experiments are shown in Figure 1 in the paper. In total we have seven apoptosis and seven ferroptosis inducers. They target specific cell organelles and components. Besides, active treatments there are negative controls DMSO and untreated wells.
• Every image has a resolution of 1360 x 1024. These four channels were imaged in the experiments. For every well multiple images (fields) are taken typically ten fields.
• Three plates with four different settings were imaged. 20x non-confocal (very fast [1.5h]), 20x confocal (fast [2.5h]), 40x non-confocal (slow [5h]), 40x confocal (very slow [8h]). All for one time point 28h (incubation time).