Inappropriate Control Type Selected for Experiment
Symptom
Control used does not address the main source of background in the experiment, leading to incorrect gating and data interpretation. Results are inconsistent or unreliable despite using controls.
Common Causes
1Control type selected does not match the dominant background source (spillover vs. non-specific binding vs. biological variation)
2Single control type used when multiple sources of background are present
3Insufficient controls run during assay development to identify main background source
4Control strategy not optimized for the specific experiment type (single-colour vs. multicolour, stimulation assay, etc.)
Solutions
1Run multiple control types (single-stain, FMO, isotype, biological) during assay development to identify main background source
2Select controls appropriate for the specific experiment type and panel complexity
3Use biological controls for stimulation assays where unstimulated samples best distinguish positive/negative expression
4Apply FMO controls in complex multicolour panels where spillover-induced background spread is significant
5Combine control strategies when multiple background sources contribute (e.g., compensation + FMO, or isotype + compensation)