Feature
Animal Testing
High Throughput Screening
QSAR
Cell Painting
FeatureHuman Relevance
Animal TestingLimited
(species differences)
High Throughput ScreeningHigh
QSARModel-dependent
Cell PaintingHigh
DeeToxHigh
FeatureSingle-Cell
Resolution
Animal TestingNo
High Throughput ScreeningNo
QSARN/A
Cell PaintingYes
(emerging)
DeeToxYes (deconvolves
cell subpopulations)
FeatureMechanistic
“Why”
Animal TestingYes
(requires follow-up studies)
High Throughput ScreeningYes (assay-dependent)
QSARYes
(structure-based prediction)
Cell PaintingYes
(morphological)
DeeToxYes (biochemical)
FeatureMolecular
Insights
Animal TestingYes
(requires dedicated bioanalysis)
High Throughput ScreeningYes (per target)
QSARPredicted (in
silico)
Cell PaintingIndirect
(image-derived features)
DeeToxYes (endogenous
metabolites)
FeatureLabel-Free
Measurements
Animal TestingMixed
High Throughput ScreeningNo
QSARN/A
Cell PaintingNo
DeeToxYes
FeatureSublethal
Sensitivity
Animal TestingYes
(costly, late-stage)
High Throughput ScreeningAssay-dependent
QSARModel-dependent
Cell PaintingYes
(morphological)
DeeToxYes (biochemical)
FeatureThroughput
Animal TestingLow
High Throughput ScreeningVery high
QSARVery high
Cell PaintingHigh
DeeToxModerate
FeatureStage of Use
Animal TestingRegulatory
High Throughput ScreeningEarly discovery / Regulatory
QSAREarly discovery
Cell PaintingEarly
discovery / Emerging regulatory
DeeToxEarly discovery