Everything glows in green/yellow channels. Dim targets overwhelmed by autofluorescence. Blue and green channels showing high background across tissue types. Spectral crowding and bleed-through between channels.
Common Causes
1Dim targets assigned to high-autofluorescence channels (blue/green)
2Failure to characterize baseline autofluorescence per channel
3Poor fluorophore selection for tissue type
4Inadequate spectral separation between channels
5Building multiplex panels without single-stain validation
Solutions
1Assign dim or low-abundance targets exclusively to far-red or near-IR channels
2Reserve blue and green channels only for very bright or high-density targets
3Include no-primary/no-secondary controls for every channel to quantify intrinsic background
4Build panels incrementally: validate single stains, test 2-plex, then add one channel at a time
5Use spectral imaging and unmixing for complex emission profiles
6Keep one 'anchor' target constant across runs as internal control