cyberneticlibrary

Design batch-aware experiments

bio-experimental-design-batch-designskillsetup L2381
majiayu000/claude-skill-registry
What it does

Design balanced batch experiments

Best for

Biologists designing multi-batch sequencing to make batch effects correctable

Inputs
  • · Sample metadata (condition, sex, batch size)
  • · Blocking and balance columns
Outputs
  • · Balanced batch assignment
  • · SVA surrogate variables estimate
Requires
  • · R (sva, designit)
  • · limma
Preconditions
  • · R environment set up
  • · Sample metadata available
Failure modes
  • · R not installed
  • · Insufficient samples for balance
  • · Confounded design detected
Trust signals
  • · osat optimization ensures balance
  • · Detects and estimates hidden batch effects