Table 1 Summary of Growth Rate Metrics (GR, NDR, and NOGR)

From: Development and validation of the Normalized Organoid Growth Rate (NOGR) metric in brightfield imaging-based assays

Metric

Assay Technology

Readouts

Controls

Interpretation

Compatibility with Fast/Slow Growing Organoids

GR (Growth Rate Inhibition)

Brightfield and fluorescence imaging

Total Brightfield Organoid Area

Total Fluorescence Area (cell death marker)

Optional: Label-free Death Organoid Classification

Negative: Vehicle-treated control

Positive: None used in GR calculation

> 1, proliferative effect; = 1, normal growth as in vehicle control; = 0, complete growth inhibition; = −1, complete killing as in positive control.

Less accurate for fast-growing organoids as it can underestimate cytotoxicity (GR < 0) due to the lack of a positive control normalisation.

NDR (Normalised Drug Response)

Brightfield and fluorescence imaging

Total Brightfield Organoid Area

Total Fluorescence Area (cell death marker)

Optional: Label-free Death Organoid Classification

Negative: Vehicle-treated control

Positive: Full cytotoxicity control (e.g., staurosporine)

> 1, proliferative effect; = 1, normal growth as in vehicle control; = 0, complete growth inhibition; = −1, complete killing as in positive control.

Less accurate for fast-growing organoids as it can underestimate the cytostatic effect (1 > NDR > 0) due to its logarithmic fit.

Less accurate for slow-growing organoids as it can overestimate cytotoxicity (NDR < 0) at lower growth rates.

NOGR (Normalized Organoid Growth Rate

Brightfield and fluorescence imaging

Total Brightfield Organoid Area

Total Fluorescence Area (cell death marker)

Optional: Label-free Death Organoid Classification

Negative: Vehicle-treated control

Positive: Full cytotoxicity control (e.g., staurosporine)

> 1, proliferative effect; = 1, normal growth as in vehicle control; = 0, complete growth inhibition; = −1, complete killing as in positive control.

Accurate for both fast and slow-growing organoids, overcoming limitations in GR and NDR.